{
  "contexts": [
    {
      "context_id": "corpus",
      "description": "All extracted causal observation events.",
      "label": "Full language corpus",
      "parents": []
    },
    {
      "context_id": "agent:buyer",
      "description": "Local context with 1000 extracted events.",
      "label": "agent:buyer",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "agent:clerk",
      "description": "Local context with 1000 extracted events.",
      "label": "agent:clerk",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "agent:scheduler",
      "description": "Local context with 1000 extracted events.",
      "label": "agent:scheduler",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "agent:supervisor",
      "description": "Local context with 1000 extracted events.",
      "label": "agent:supervisor",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "guardrail:inventory_mix",
      "description": "Local context with 4000 extracted events.",
      "label": "guardrail:inventory_mix",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "guardrail:staffing",
      "description": "Local context with 4000 extracted events.",
      "label": "guardrail:staffing",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "payoff:checkout",
      "description": "Local context with 1000 extracted events.",
      "label": "payoff:checkout",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "payoff:inventory",
      "description": "Local context with 1000 extracted events.",
      "label": "payoff:inventory",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "payoff:staffing",
      "description": "Local context with 1000 extracted events.",
      "label": "payoff:staffing",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "payoff:supervisor",
      "description": "Local context with 1000 extracted events.",
      "label": "payoff:supervisor",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "policy:online_learning",
      "description": "Local context with 4000 extracted events.",
      "label": "policy:online_learning",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "role:checkout",
      "description": "Local context with 2000 extracted events.",
      "label": "role:checkout",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "role:inventory",
      "description": "Local context with 2000 extracted events.",
      "label": "role:inventory",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "role:staffing",
      "description": "Local context with 2000 extracted events.",
      "label": "role:staffing",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "role:supervisor",
      "description": "Local context with 2000 extracted events.",
      "label": "role:supervisor",
      "parents": [
        "corpus"
      ]
    },
    {
      "context_id": "store:clearing",
      "description": "Local context with 4000 extracted events.",
      "label": "store:clearing",
      "parents": [
        "corpus"
      ]
    }
  ],
  "corpus_label": "Retail Store Agentic Topos World Model",
  "counterfactuals": [],
  "covers": [
    {
      "base_context": "corpus",
      "cover_id": "aspect_family_cover",
      "members": [
        "agent:buyer",
        "agent:clerk",
        "agent:scheduler",
        "agent:supervisor",
        "guardrail:inventory_mix",
        "guardrail:staffing",
        "payoff:checkout",
        "payoff:inventory",
        "payoff:staffing",
        "payoff:supervisor",
        "policy:online_learning",
        "role:checkout",
        "role:inventory",
        "role:staffing",
        "role:supervisor",
        "store:clearing"
      ],
      "semantics": "Local context families cover the extracted causal observation corpus."
    },
    {
      "base_context": "corpus",
      "cover_id": "review_experience_chart_cover",
      "members": [],
      "semantics": "Overlapping local charts expose context-specific predictive-state views for gluing diagnostics."
    }
  ],
  "episodes": [
    {
      "episode_id": "rs1:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs1:Buyer:signal",
          "evidence": "Round 1: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:low|candle_share:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs1:Buyer:state",
          "evidence": "Round 1: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:low|candle_share:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:42.626|served:42.626|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs1:Buyer:act",
          "evidence": "Round 1: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:low|candle_share:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:low|candle_share:medium",
          "observation": "restock:low|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs1:Buyer:clear",
          "evidence": "Round 1: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:low|candle_share:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs1:Buyer:inventory_guard",
          "evidence": "Round 1: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:low|candle_share:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs1:Buyer:staff_guard",
          "evidence": "Round 1: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:low|candle_share:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs1:Buyer:payoff",
          "evidence": "Round 1: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:low|candle_share:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs1:Buyer:learner",
          "evidence": "Round 1: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:low|candle_share:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:39.734|reorder_target_total:89.936|staff_forecast:39.295|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:low|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.1184,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 59.622,
        "role": "inventory",
        "round": 1,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 39.295,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs1:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs1:Scheduler:signal",
          "evidence": "Round 1: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs1:Scheduler:state",
          "evidence": "Round 1: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:42.626|served:42.626|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs1:Scheduler:act",
          "evidence": "Round 1: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:3|gap:low",
          "observation": "schedule:3|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs1:Scheduler:clear",
          "evidence": "Round 1: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs1:Scheduler:inventory_guard",
          "evidence": "Round 1: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs1:Scheduler:staff_guard",
          "evidence": "Round 1: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs1:Scheduler:payoff",
          "evidence": "Round 1: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs1:Scheduler:learner",
          "evidence": "Round 1: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:39.734|reorder_target_total:89.936|staff_forecast:39.295|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:3|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.1184,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 59.622,
        "role": "staffing",
        "round": 1,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 39.295,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs1:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs1:Clerk:signal",
          "evidence": "Round 1: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs1:Clerk:state",
          "evidence": "Round 1: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:42.626|served:42.626|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs1:Clerk:act",
          "evidence": "Round 1: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs1:Clerk:clear",
          "evidence": "Round 1: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs1:Clerk:inventory_guard",
          "evidence": "Round 1: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs1:Clerk:staff_guard",
          "evidence": "Round 1: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs1:Clerk:payoff",
          "evidence": "Round 1: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs1:Clerk:learner",
          "evidence": "Round 1: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:39.734|reorder_target_total:89.936|staff_forecast:39.295|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.1184,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 59.622,
        "role": "checkout",
        "round": 1,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 39.295,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs1:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs1:Supervisor:signal",
          "evidence": "Round 1: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs1:Supervisor:state",
          "evidence": "Round 1: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:42.626|served:42.626|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs1:Supervisor:act",
          "evidence": "Round 1: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs1:Supervisor:clear",
          "evidence": "Round 1: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs1:Supervisor:inventory_guard",
          "evidence": "Round 1: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs1:Supervisor:staff_guard",
          "evidence": "Round 1: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs1:Supervisor:payoff",
          "evidence": "Round 1: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs1:Supervisor:learner",
          "evidence": "Round 1: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 42.63 customer-unit demand, served 42.63, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.12, and earned profit 59.62. The online learner now forecasts 39.73 customer-units, targets 89.94 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:39.734|reorder_target_total:89.936|staff_forecast:39.295|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.1184,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 59.622,
        "role": "supervisor",
        "round": 1,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 39.295,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs2:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs2:Buyer:signal",
          "evidence": "Round 2: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs2:Buyer:state",
          "evidence": "Round 2: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:46.279|served:46.279|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs2:Buyer:act",
          "evidence": "Round 2: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs2:Buyer:clear",
          "evidence": "Round 2: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs2:Buyer:inventory_guard",
          "evidence": "Round 2: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs2:Buyer:staff_guard",
          "evidence": "Round 2: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs2:Buyer:payoff",
          "evidence": "Round 2: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs2:Buyer:learner",
          "evidence": "Round 2: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:41.304|reorder_target_total:89.413|staff_forecast:41.251|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.1007,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.812,
        "role": "inventory",
        "round": 2,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 41.251,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs2:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs2:Scheduler:signal",
          "evidence": "Round 2: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs2:Scheduler:state",
          "evidence": "Round 2: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:46.279|served:46.279|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs2:Scheduler:act",
          "evidence": "Round 2: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:3|gap:low",
          "observation": "schedule:3|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs2:Scheduler:clear",
          "evidence": "Round 2: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs2:Scheduler:inventory_guard",
          "evidence": "Round 2: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs2:Scheduler:staff_guard",
          "evidence": "Round 2: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs2:Scheduler:payoff",
          "evidence": "Round 2: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs2:Scheduler:learner",
          "evidence": "Round 2: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:41.304|reorder_target_total:89.413|staff_forecast:41.251|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:3|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.1007,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.812,
        "role": "staffing",
        "round": 2,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 41.251,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs2:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs2:Clerk:signal",
          "evidence": "Round 2: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs2:Clerk:state",
          "evidence": "Round 2: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:46.279|served:46.279|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs2:Clerk:act",
          "evidence": "Round 2: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs2:Clerk:clear",
          "evidence": "Round 2: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs2:Clerk:inventory_guard",
          "evidence": "Round 2: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs2:Clerk:staff_guard",
          "evidence": "Round 2: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs2:Clerk:payoff",
          "evidence": "Round 2: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs2:Clerk:learner",
          "evidence": "Round 2: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:41.304|reorder_target_total:89.413|staff_forecast:41.251|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.1007,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.812,
        "role": "checkout",
        "round": 2,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 41.251,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs2:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs2:Supervisor:signal",
          "evidence": "Round 2: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs2:Supervisor:state",
          "evidence": "Round 2: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:46.279|served:46.279|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs2:Supervisor:act",
          "evidence": "Round 2: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs2:Supervisor:clear",
          "evidence": "Round 2: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs2:Supervisor:inventory_guard",
          "evidence": "Round 2: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs2:Supervisor:staff_guard",
          "evidence": "Round 2: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs2:Supervisor:payoff",
          "evidence": "Round 2: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs2:Supervisor:learner",
          "evidence": "Round 2: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.28 customer-unit demand, served 46.28, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.10, and earned profit 73.81. The online learner now forecasts 41.30 customer-units, targets 89.41 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:41.304|reorder_target_total:89.413|staff_forecast:41.251|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.1007,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.812,
        "role": "supervisor",
        "round": 2,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 41.251,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs3:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs3:Buyer:signal",
          "evidence": "Round 3: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs3:Buyer:state",
          "evidence": "Round 3: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.206|served:45.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs3:Buyer:act",
          "evidence": "Round 3: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs3:Buyer:clear",
          "evidence": "Round 3: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs3:Buyer:inventory_guard",
          "evidence": "Round 3: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs3:Buyer:staff_guard",
          "evidence": "Round 3: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs3:Buyer:payoff",
          "evidence": "Round 3: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs3:Buyer:learner",
          "evidence": "Round 3: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:42.241|reorder_target_total:88.949|staff_forecast:42.358|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.078,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.686,
        "role": "inventory",
        "round": 3,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 42.358,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs3:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs3:Scheduler:signal",
          "evidence": "Round 3: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs3:Scheduler:state",
          "evidence": "Round 3: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.206|served:45.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs3:Scheduler:act",
          "evidence": "Round 3: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:3|gap:low",
          "observation": "schedule:3|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs3:Scheduler:clear",
          "evidence": "Round 3: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs3:Scheduler:inventory_guard",
          "evidence": "Round 3: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs3:Scheduler:staff_guard",
          "evidence": "Round 3: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs3:Scheduler:payoff",
          "evidence": "Round 3: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs3:Scheduler:learner",
          "evidence": "Round 3: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:42.241|reorder_target_total:88.949|staff_forecast:42.358|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:3|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.078,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.686,
        "role": "staffing",
        "round": 3,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 42.358,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs3:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs3:Clerk:signal",
          "evidence": "Round 3: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs3:Clerk:state",
          "evidence": "Round 3: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.206|served:45.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs3:Clerk:act",
          "evidence": "Round 3: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs3:Clerk:clear",
          "evidence": "Round 3: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs3:Clerk:inventory_guard",
          "evidence": "Round 3: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs3:Clerk:staff_guard",
          "evidence": "Round 3: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs3:Clerk:payoff",
          "evidence": "Round 3: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs3:Clerk:learner",
          "evidence": "Round 3: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:42.241|reorder_target_total:88.949|staff_forecast:42.358|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.078,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.686,
        "role": "checkout",
        "round": 3,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 42.358,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs3:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs3:Supervisor:signal",
          "evidence": "Round 3: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs3:Supervisor:state",
          "evidence": "Round 3: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.206|served:45.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs3:Supervisor:act",
          "evidence": "Round 3: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs3:Supervisor:clear",
          "evidence": "Round 3: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs3:Supervisor:inventory_guard",
          "evidence": "Round 3: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs3:Supervisor:staff_guard",
          "evidence": "Round 3: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs3:Supervisor:payoff",
          "evidence": "Round 3: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs3:Supervisor:learner",
          "evidence": "Round 3: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.08, and earned profit 65.69. The online learner now forecasts 42.24 customer-units, targets 88.95 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:42.241|reorder_target_total:88.949|staff_forecast:42.358|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.078,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.686,
        "role": "supervisor",
        "round": 3,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 42.358,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs4:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs4:Buyer:signal",
          "evidence": "Round 4: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs4:Buyer:state",
          "evidence": "Round 4: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.206|served:45.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs4:Buyer:act",
          "evidence": "Round 4: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs4:Buyer:clear",
          "evidence": "Round 4: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs4:Buyer:inventory_guard",
          "evidence": "Round 4: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs4:Buyer:staff_guard",
          "evidence": "Round 4: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs4:Buyer:payoff",
          "evidence": "Round 4: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs4:Buyer:learner",
          "evidence": "Round 4: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:42.952|reorder_target_total:88.521|staff_forecast:43.155|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0694,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.623,
        "role": "inventory",
        "round": 4,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 43.155,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs4:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs4:Scheduler:signal",
          "evidence": "Round 4: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs4:Scheduler:state",
          "evidence": "Round 4: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.206|served:45.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs4:Scheduler:act",
          "evidence": "Round 4: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:3|gap:low",
          "observation": "schedule:3|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs4:Scheduler:clear",
          "evidence": "Round 4: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs4:Scheduler:inventory_guard",
          "evidence": "Round 4: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs4:Scheduler:staff_guard",
          "evidence": "Round 4: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs4:Scheduler:payoff",
          "evidence": "Round 4: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs4:Scheduler:learner",
          "evidence": "Round 4: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:3|gap:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:42.952|reorder_target_total:88.521|staff_forecast:43.155|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:3|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0694,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.623,
        "role": "staffing",
        "round": 4,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 43.155,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs4:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs4:Clerk:signal",
          "evidence": "Round 4: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs4:Clerk:state",
          "evidence": "Round 4: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.206|served:45.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs4:Clerk:act",
          "evidence": "Round 4: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs4:Clerk:clear",
          "evidence": "Round 4: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs4:Clerk:inventory_guard",
          "evidence": "Round 4: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs4:Clerk:staff_guard",
          "evidence": "Round 4: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs4:Clerk:payoff",
          "evidence": "Round 4: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs4:Clerk:learner",
          "evidence": "Round 4: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:42.952|reorder_target_total:88.521|staff_forecast:43.155|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0694,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.623,
        "role": "checkout",
        "round": 4,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 43.155,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs4:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs4:Supervisor:signal",
          "evidence": "Round 4: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs4:Supervisor:state",
          "evidence": "Round 4: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.206|served:45.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs4:Supervisor:act",
          "evidence": "Round 4: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs4:Supervisor:clear",
          "evidence": "Round 4: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs4:Supervisor:inventory_guard",
          "evidence": "Round 4: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs4:Supervisor:staff_guard",
          "evidence": "Round 4: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs4:Supervisor:payoff",
          "evidence": "Round 4: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs4:Supervisor:learner",
          "evidence": "Round 4: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.21 customer-unit demand, served 45.21, lost 0.00, scheduled 3 staff against 3 needed, carried candle inventory share 0.07, and earned profit 66.62. The online learner now forecasts 42.95 customer-units, targets 88.52 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:42.952|reorder_target_total:88.521|staff_forecast:43.155|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0694,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.623,
        "role": "supervisor",
        "round": 4,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 43.155,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs5:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs5:Buyer:signal",
          "evidence": "Round 5: inventory agent Buyer observed stockout:none|staff_gap:medium|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:medium|candle_share:medium",
          "observation": "stockout:none|staff_gap:medium|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs5:Buyer:state",
          "evidence": "Round 5: inventory agent Buyer observed stockout:none|staff_gap:medium|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:56.612|served:54.001|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs5:Buyer:act",
          "evidence": "Round 5: inventory agent Buyer observed stockout:none|staff_gap:medium|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs5:Buyer:clear",
          "evidence": "Round 5: inventory agent Buyer observed stockout:none|staff_gap:medium|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:medium|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs5:Buyer:inventory_guard",
          "evidence": "Round 5: inventory agent Buyer observed stockout:none|staff_gap:medium|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs5:Buyer:staff_guard",
          "evidence": "Round 5: inventory agent Buyer observed stockout:none|staff_gap:medium|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:4|gap:medium",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs5:Buyer:payoff",
          "evidence": "Round 5: inventory agent Buyer observed stockout:none|staff_gap:medium|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs5:Buyer:learner",
          "evidence": "Round 5: inventory agent Buyer observed stockout:none|staff_gap:medium|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.231|reorder_target_total:88.463|staff_forecast:46.923|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0714,
        "format": "retail_store_reports",
        "market_residual": 0.25,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 105.211,
        "role": "inventory",
        "round": 5,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.923,
        "staff_buffer": 0.43,
        "staff_gap": 1.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs5:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs5:Scheduler:signal",
          "evidence": "Round 5: staffing agent Scheduler observed stockout:none|staff_gap:medium|candle_share:medium and chose schedule:3|gap:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:medium|candle_share:medium",
          "observation": "stockout:none|staff_gap:medium|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs5:Scheduler:state",
          "evidence": "Round 5: staffing agent Scheduler observed stockout:none|staff_gap:medium|candle_share:medium and chose schedule:3|gap:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:56.612|served:54.001|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs5:Scheduler:act",
          "evidence": "Round 5: staffing agent Scheduler observed stockout:none|staff_gap:medium|candle_share:medium and chose schedule:3|gap:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "schedule:3|gap:medium",
          "observation": "schedule:3|gap:medium",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs5:Scheduler:clear",
          "evidence": "Round 5: staffing agent Scheduler observed stockout:none|staff_gap:medium|candle_share:medium and chose schedule:3|gap:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:medium|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs5:Scheduler:inventory_guard",
          "evidence": "Round 5: staffing agent Scheduler observed stockout:none|staff_gap:medium|candle_share:medium and chose schedule:3|gap:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs5:Scheduler:staff_guard",
          "evidence": "Round 5: staffing agent Scheduler observed stockout:none|staff_gap:medium|candle_share:medium and chose schedule:3|gap:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:4|gap:medium",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs5:Scheduler:payoff",
          "evidence": "Round 5: staffing agent Scheduler observed stockout:none|staff_gap:medium|candle_share:medium and chose schedule:3|gap:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs5:Scheduler:learner",
          "evidence": "Round 5: staffing agent Scheduler observed stockout:none|staff_gap:medium|candle_share:medium and chose schedule:3|gap:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.231|reorder_target_total:88.463|staff_forecast:46.923|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:3|gap:medium",
        "agent": "Scheduler",
        "candle_share": 0.0714,
        "format": "retail_store_reports",
        "market_residual": 0.25,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 105.211,
        "role": "staffing",
        "round": 5,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.923,
        "staff_buffer": 0.43,
        "staff_gap": 1.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs5:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs5:Clerk:signal",
          "evidence": "Round 5: checkout agent Clerk observed stockout:none|staff_gap:medium|candle_share:medium and chose serve:balanced|lost:low. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:medium|candle_share:medium",
          "observation": "stockout:none|staff_gap:medium|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs5:Clerk:state",
          "evidence": "Round 5: checkout agent Clerk observed stockout:none|staff_gap:medium|candle_share:medium and chose serve:balanced|lost:low. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:56.612|served:54.001|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs5:Clerk:act",
          "evidence": "Round 5: checkout agent Clerk observed stockout:none|staff_gap:medium|candle_share:medium and chose serve:balanced|lost:low. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs5:Clerk:clear",
          "evidence": "Round 5: checkout agent Clerk observed stockout:none|staff_gap:medium|candle_share:medium and chose serve:balanced|lost:low. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:medium|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs5:Clerk:inventory_guard",
          "evidence": "Round 5: checkout agent Clerk observed stockout:none|staff_gap:medium|candle_share:medium and chose serve:balanced|lost:low. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs5:Clerk:staff_guard",
          "evidence": "Round 5: checkout agent Clerk observed stockout:none|staff_gap:medium|candle_share:medium and chose serve:balanced|lost:low. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:4|gap:medium",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs5:Clerk:payoff",
          "evidence": "Round 5: checkout agent Clerk observed stockout:none|staff_gap:medium|candle_share:medium and chose serve:balanced|lost:low. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs5:Clerk:learner",
          "evidence": "Round 5: checkout agent Clerk observed stockout:none|staff_gap:medium|candle_share:medium and chose serve:balanced|lost:low. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.231|reorder_target_total:88.463|staff_forecast:46.923|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0714,
        "format": "retail_store_reports",
        "market_residual": 0.25,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 105.211,
        "role": "checkout",
        "round": 5,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.923,
        "staff_buffer": 0.43,
        "staff_gap": 1.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs5:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs5:Supervisor:signal",
          "evidence": "Round 5: supervisor agent Supervisor observed stockout:none|staff_gap:medium|candle_share:medium and chose clear:balanced|guard:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:medium|candle_share:medium",
          "observation": "stockout:none|staff_gap:medium|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs5:Supervisor:state",
          "evidence": "Round 5: supervisor agent Supervisor observed stockout:none|staff_gap:medium|candle_share:medium and chose clear:balanced|guard:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:56.612|served:54.001|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs5:Supervisor:act",
          "evidence": "Round 5: supervisor agent Supervisor observed stockout:none|staff_gap:medium|candle_share:medium and chose clear:balanced|guard:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs5:Supervisor:clear",
          "evidence": "Round 5: supervisor agent Supervisor observed stockout:none|staff_gap:medium|candle_share:medium and chose clear:balanced|guard:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:medium|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs5:Supervisor:inventory_guard",
          "evidence": "Round 5: supervisor agent Supervisor observed stockout:none|staff_gap:medium|candle_share:medium and chose clear:balanced|guard:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs5:Supervisor:staff_guard",
          "evidence": "Round 5: supervisor agent Supervisor observed stockout:none|staff_gap:medium|candle_share:medium and chose clear:balanced|guard:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:3|needed:4|gap:medium",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs5:Supervisor:payoff",
          "evidence": "Round 5: supervisor agent Supervisor observed stockout:none|staff_gap:medium|candle_share:medium and chose clear:balanced|guard:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs5:Supervisor:learner",
          "evidence": "Round 5: supervisor agent Supervisor observed stockout:none|staff_gap:medium|candle_share:medium and chose clear:balanced|guard:medium. The store saw 56.61 customer-unit demand, served 54.00, lost 2.61, scheduled 3 staff against 4 needed, carried candle inventory share 0.07, and earned profit 105.21. The online learner now forecasts 46.23 customer-units, targets 88.46 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.231|reorder_target_total:88.463|staff_forecast:46.923|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0714,
        "format": "retail_store_reports",
        "market_residual": 0.25,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 105.211,
        "role": "supervisor",
        "round": 5,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.923,
        "staff_buffer": 0.43,
        "staff_gap": 1.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs6:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs6:Buyer:signal",
          "evidence": "Round 6: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs6:Buyer:state",
          "evidence": "Round 6: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:55.652|served:55.652|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs6:Buyer:act",
          "evidence": "Round 6: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs6:Buyer:clear",
          "evidence": "Round 6: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs6:Buyer:inventory_guard",
          "evidence": "Round 6: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs6:Buyer:staff_guard",
          "evidence": "Round 6: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs6:Buyer:payoff",
          "evidence": "Round 6: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs6:Buyer:learner",
          "evidence": "Round 6: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.492|reorder_target_total:88.170|staff_forecast:49.367|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0752,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 70.201,
        "role": "inventory",
        "round": 6,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.367,
        "staff_buffer": 0.43,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs6:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs6:Scheduler:signal",
          "evidence": "Round 6: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs6:Scheduler:state",
          "evidence": "Round 6: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:55.652|served:55.652|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs6:Scheduler:act",
          "evidence": "Round 6: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs6:Scheduler:clear",
          "evidence": "Round 6: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs6:Scheduler:inventory_guard",
          "evidence": "Round 6: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs6:Scheduler:staff_guard",
          "evidence": "Round 6: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs6:Scheduler:payoff",
          "evidence": "Round 6: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs6:Scheduler:learner",
          "evidence": "Round 6: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.492|reorder_target_total:88.170|staff_forecast:49.367|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0752,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 70.201,
        "role": "staffing",
        "round": 6,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.367,
        "staff_buffer": 0.43,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs6:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs6:Clerk:signal",
          "evidence": "Round 6: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs6:Clerk:state",
          "evidence": "Round 6: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:55.652|served:55.652|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs6:Clerk:act",
          "evidence": "Round 6: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs6:Clerk:clear",
          "evidence": "Round 6: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs6:Clerk:inventory_guard",
          "evidence": "Round 6: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs6:Clerk:staff_guard",
          "evidence": "Round 6: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs6:Clerk:payoff",
          "evidence": "Round 6: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs6:Clerk:learner",
          "evidence": "Round 6: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.492|reorder_target_total:88.170|staff_forecast:49.367|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0752,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 70.201,
        "role": "checkout",
        "round": 6,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.367,
        "staff_buffer": 0.43,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs6:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs6:Supervisor:signal",
          "evidence": "Round 6: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs6:Supervisor:state",
          "evidence": "Round 6: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:55.652|served:55.652|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs6:Supervisor:act",
          "evidence": "Round 6: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs6:Supervisor:clear",
          "evidence": "Round 6: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs6:Supervisor:inventory_guard",
          "evidence": "Round 6: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs6:Supervisor:staff_guard",
          "evidence": "Round 6: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs6:Supervisor:payoff",
          "evidence": "Round 6: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs6:Supervisor:learner",
          "evidence": "Round 6: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.65 customer-unit demand, served 55.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.08, and earned profit 70.20. The online learner now forecasts 48.49 customer-units, targets 88.17 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.492|reorder_target_total:88.170|staff_forecast:49.367|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0752,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 70.201,
        "role": "supervisor",
        "round": 6,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.367,
        "staff_buffer": 0.43,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs7:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs7:Buyer:signal",
          "evidence": "Round 7: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs7:Buyer:state",
          "evidence": "Round 7: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:46.395|served:46.395|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs7:Buyer:act",
          "evidence": "Round 7: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs7:Buyer:clear",
          "evidence": "Round 7: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs7:Buyer:inventory_guard",
          "evidence": "Round 7: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs7:Buyer:staff_guard",
          "evidence": "Round 7: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs7:Buyer:payoff",
          "evidence": "Round 7: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs7:Buyer:learner",
          "evidence": "Round 7: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.988|reorder_target_total:87.852|staff_forecast:48.535|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.068,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.562,
        "role": "inventory",
        "round": 7,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.535,
        "staff_buffer": 0.43,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs7:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs7:Scheduler:signal",
          "evidence": "Round 7: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs7:Scheduler:state",
          "evidence": "Round 7: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:46.395|served:46.395|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs7:Scheduler:act",
          "evidence": "Round 7: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs7:Scheduler:clear",
          "evidence": "Round 7: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs7:Scheduler:inventory_guard",
          "evidence": "Round 7: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs7:Scheduler:staff_guard",
          "evidence": "Round 7: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs7:Scheduler:payoff",
          "evidence": "Round 7: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs7:Scheduler:learner",
          "evidence": "Round 7: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.988|reorder_target_total:87.852|staff_forecast:48.535|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.068,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.562,
        "role": "staffing",
        "round": 7,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.535,
        "staff_buffer": 0.43,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs7:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs7:Clerk:signal",
          "evidence": "Round 7: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs7:Clerk:state",
          "evidence": "Round 7: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:46.395|served:46.395|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs7:Clerk:act",
          "evidence": "Round 7: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs7:Clerk:clear",
          "evidence": "Round 7: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs7:Clerk:inventory_guard",
          "evidence": "Round 7: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs7:Clerk:staff_guard",
          "evidence": "Round 7: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs7:Clerk:payoff",
          "evidence": "Round 7: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs7:Clerk:learner",
          "evidence": "Round 7: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.988|reorder_target_total:87.852|staff_forecast:48.535|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.068,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.562,
        "role": "checkout",
        "round": 7,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.535,
        "staff_buffer": 0.43,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs7:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs7:Supervisor:signal",
          "evidence": "Round 7: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs7:Supervisor:state",
          "evidence": "Round 7: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "guarded",
          "observation": "customers:46.395|served:46.395|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs7:Supervisor:act",
          "evidence": "Round 7: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs7:Supervisor:clear",
          "evidence": "Round 7: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs7:Supervisor:inventory_guard",
          "evidence": "Round 7: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs7:Supervisor:staff_guard",
          "evidence": "Round 7: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs7:Supervisor:payoff",
          "evidence": "Round 7: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs7:Supervisor:learner",
          "evidence": "Round 7: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.40 customer-unit demand, served 46.40, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 33.56. The online learner now forecasts 47.99 customer-units, targets 87.85 reorder units, and carries staffing buffer 0.43.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.988|reorder_target_total:87.852|staff_forecast:48.535|staff_buffer:0.430",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.068,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.562,
        "role": "supervisor",
        "round": 7,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.535,
        "staff_buffer": 0.43,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs8:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs8:Buyer:signal",
          "evidence": "Round 8: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs8:Buyer:state",
          "evidence": "Round 8: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "guarded",
          "observation": "customers:43.166|served:43.166|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs8:Buyer:act",
          "evidence": "Round 8: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs8:Buyer:clear",
          "evidence": "Round 8: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs8:Buyer:inventory_guard",
          "evidence": "Round 8: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs8:Buyer:staff_guard",
          "evidence": "Round 8: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs8:Buyer:payoff",
          "evidence": "Round 8: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs8:Buyer:learner",
          "evidence": "Round 8: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.831|reorder_target_total:87.481|staff_forecast:47.032|staff_buffer:0.405",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0629,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 22.712,
        "role": "inventory",
        "round": 8,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.032,
        "staff_buffer": 0.405,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs8:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs8:Scheduler:signal",
          "evidence": "Round 8: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs8:Scheduler:state",
          "evidence": "Round 8: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "guarded",
          "observation": "customers:43.166|served:43.166|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs8:Scheduler:act",
          "evidence": "Round 8: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs8:Scheduler:clear",
          "evidence": "Round 8: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs8:Scheduler:inventory_guard",
          "evidence": "Round 8: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs8:Scheduler:staff_guard",
          "evidence": "Round 8: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs8:Scheduler:payoff",
          "evidence": "Round 8: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs8:Scheduler:learner",
          "evidence": "Round 8: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.831|reorder_target_total:87.481|staff_forecast:47.032|staff_buffer:0.405",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0629,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 22.712,
        "role": "staffing",
        "round": 8,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.032,
        "staff_buffer": 0.405,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs8:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs8:Clerk:signal",
          "evidence": "Round 8: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs8:Clerk:state",
          "evidence": "Round 8: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "guarded",
          "observation": "customers:43.166|served:43.166|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs8:Clerk:act",
          "evidence": "Round 8: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs8:Clerk:clear",
          "evidence": "Round 8: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs8:Clerk:inventory_guard",
          "evidence": "Round 8: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs8:Clerk:staff_guard",
          "evidence": "Round 8: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs8:Clerk:payoff",
          "evidence": "Round 8: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs8:Clerk:learner",
          "evidence": "Round 8: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.831|reorder_target_total:87.481|staff_forecast:47.032|staff_buffer:0.405",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0629,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 22.712,
        "role": "checkout",
        "round": 8,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.032,
        "staff_buffer": 0.405,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs8:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs8:Supervisor:signal",
          "evidence": "Round 8: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs8:Supervisor:state",
          "evidence": "Round 8: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "guarded",
          "observation": "customers:43.166|served:43.166|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs8:Supervisor:act",
          "evidence": "Round 8: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs8:Supervisor:clear",
          "evidence": "Round 8: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs8:Supervisor:inventory_guard",
          "evidence": "Round 8: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs8:Supervisor:staff_guard",
          "evidence": "Round 8: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs8:Supervisor:payoff",
          "evidence": "Round 8: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs8:Supervisor:learner",
          "evidence": "Round 8: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 43.17 customer-unit demand, served 43.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 22.71. The online learner now forecasts 46.83 customer-units, targets 87.48 reorder units, and carries staffing buffer 0.41.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.831|reorder_target_total:87.481|staff_forecast:47.032|staff_buffer:0.405",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0629,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 22.712,
        "role": "supervisor",
        "round": 8,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.032,
        "staff_buffer": 0.405,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs9:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs9:Buyer:signal",
          "evidence": "Round 9: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs9:Buyer:state",
          "evidence": "Round 9: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "guarded",
          "observation": "customers:40.159|served:40.159|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs9:Buyer:act",
          "evidence": "Round 9: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs9:Buyer:clear",
          "evidence": "Round 9: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs9:Buyer:inventory_guard",
          "evidence": "Round 9: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs9:Buyer:staff_guard",
          "evidence": "Round 9: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs9:Buyer:payoff",
          "evidence": "Round 9: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs9:Buyer:learner",
          "evidence": "Round 9: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.230|reorder_target_total:87.093|staff_forecast:45.108|staff_buffer:0.380",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0585,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.209,
        "role": "inventory",
        "round": 9,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.108,
        "staff_buffer": 0.38,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs9:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs9:Scheduler:signal",
          "evidence": "Round 9: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs9:Scheduler:state",
          "evidence": "Round 9: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "guarded",
          "observation": "customers:40.159|served:40.159|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs9:Scheduler:act",
          "evidence": "Round 9: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs9:Scheduler:clear",
          "evidence": "Round 9: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs9:Scheduler:inventory_guard",
          "evidence": "Round 9: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs9:Scheduler:staff_guard",
          "evidence": "Round 9: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs9:Scheduler:payoff",
          "evidence": "Round 9: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs9:Scheduler:learner",
          "evidence": "Round 9: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.230|reorder_target_total:87.093|staff_forecast:45.108|staff_buffer:0.380",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0585,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.209,
        "role": "staffing",
        "round": 9,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.108,
        "staff_buffer": 0.38,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs9:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs9:Clerk:signal",
          "evidence": "Round 9: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs9:Clerk:state",
          "evidence": "Round 9: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "guarded",
          "observation": "customers:40.159|served:40.159|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs9:Clerk:act",
          "evidence": "Round 9: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs9:Clerk:clear",
          "evidence": "Round 9: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs9:Clerk:inventory_guard",
          "evidence": "Round 9: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs9:Clerk:staff_guard",
          "evidence": "Round 9: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs9:Clerk:payoff",
          "evidence": "Round 9: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs9:Clerk:learner",
          "evidence": "Round 9: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.230|reorder_target_total:87.093|staff_forecast:45.108|staff_buffer:0.380",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0585,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.209,
        "role": "checkout",
        "round": 9,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.108,
        "staff_buffer": 0.38,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs9:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs9:Supervisor:signal",
          "evidence": "Round 9: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs9:Supervisor:state",
          "evidence": "Round 9: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "guarded",
          "observation": "customers:40.159|served:40.159|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs9:Supervisor:act",
          "evidence": "Round 9: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs9:Supervisor:clear",
          "evidence": "Round 9: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs9:Supervisor:inventory_guard",
          "evidence": "Round 9: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs9:Supervisor:staff_guard",
          "evidence": "Round 9: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs9:Supervisor:payoff",
          "evidence": "Round 9: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs9:Supervisor:learner",
          "evidence": "Round 9: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 40.16 customer-unit demand, served 40.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 15.21. The online learner now forecasts 45.23 customer-units, targets 87.09 reorder units, and carries staffing buffer 0.38.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.230|reorder_target_total:87.093|staff_forecast:45.108|staff_buffer:0.380",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0585,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.209,
        "role": "supervisor",
        "round": 9,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.108,
        "staff_buffer": 0.38,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs10:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs10:Buyer:signal",
          "evidence": "Round 10: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs10:Buyer:state",
          "evidence": "Round 10: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "guarded",
          "observation": "customers:46.679|served:46.679|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs10:Buyer:act",
          "evidence": "Round 10: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs10:Buyer:clear",
          "evidence": "Round 10: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs10:Buyer:inventory_guard",
          "evidence": "Round 10: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs10:Buyer:staff_guard",
          "evidence": "Round 10: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs10:Buyer:payoff",
          "evidence": "Round 10: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs10:Buyer:learner",
          "evidence": "Round 10: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.578|reorder_target_total:86.719|staff_forecast:45.548|staff_buffer:0.355",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.065,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.365,
        "role": "inventory",
        "round": 10,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.548,
        "staff_buffer": 0.355,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs10:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs10:Scheduler:signal",
          "evidence": "Round 10: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs10:Scheduler:state",
          "evidence": "Round 10: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "guarded",
          "observation": "customers:46.679|served:46.679|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs10:Scheduler:act",
          "evidence": "Round 10: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs10:Scheduler:clear",
          "evidence": "Round 10: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs10:Scheduler:inventory_guard",
          "evidence": "Round 10: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs10:Scheduler:staff_guard",
          "evidence": "Round 10: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs10:Scheduler:payoff",
          "evidence": "Round 10: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs10:Scheduler:learner",
          "evidence": "Round 10: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.578|reorder_target_total:86.719|staff_forecast:45.548|staff_buffer:0.355",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.065,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.365,
        "role": "staffing",
        "round": 10,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.548,
        "staff_buffer": 0.355,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs10:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs10:Clerk:signal",
          "evidence": "Round 10: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs10:Clerk:state",
          "evidence": "Round 10: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "guarded",
          "observation": "customers:46.679|served:46.679|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs10:Clerk:act",
          "evidence": "Round 10: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs10:Clerk:clear",
          "evidence": "Round 10: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs10:Clerk:inventory_guard",
          "evidence": "Round 10: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs10:Clerk:staff_guard",
          "evidence": "Round 10: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs10:Clerk:payoff",
          "evidence": "Round 10: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs10:Clerk:learner",
          "evidence": "Round 10: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.578|reorder_target_total:86.719|staff_forecast:45.548|staff_buffer:0.355",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.065,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.365,
        "role": "checkout",
        "round": 10,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.548,
        "staff_buffer": 0.355,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs10:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs10:Supervisor:signal",
          "evidence": "Round 10: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs10:Supervisor:state",
          "evidence": "Round 10: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "guarded",
          "observation": "customers:46.679|served:46.679|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs10:Supervisor:act",
          "evidence": "Round 10: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs10:Supervisor:clear",
          "evidence": "Round 10: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs10:Supervisor:inventory_guard",
          "evidence": "Round 10: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs10:Supervisor:staff_guard",
          "evidence": "Round 10: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs10:Supervisor:payoff",
          "evidence": "Round 10: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs10:Supervisor:learner",
          "evidence": "Round 10: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 46.68 customer-unit demand, served 46.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 36.37. The online learner now forecasts 45.58 customer-units, targets 86.72 reorder units, and carries staffing buffer 0.35.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.578|reorder_target_total:86.719|staff_forecast:45.548|staff_buffer:0.355",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.065,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.365,
        "role": "supervisor",
        "round": 10,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.548,
        "staff_buffer": 0.355,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs11:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs11:Buyer:signal",
          "evidence": "Round 11: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs11:Buyer:state",
          "evidence": "Round 11: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "guarded",
          "observation": "customers:44.673|served:44.673|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs11:Buyer:act",
          "evidence": "Round 11: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs11:Buyer:clear",
          "evidence": "Round 11: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs11:Buyer:inventory_guard",
          "evidence": "Round 11: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs11:Buyer:staff_guard",
          "evidence": "Round 11: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs11:Buyer:payoff",
          "evidence": "Round 11: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs11:Buyer:learner",
          "evidence": "Round 11: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.360|reorder_target_total:86.354|staff_forecast:45.303|staff_buffer:0.330",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0597,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.247,
        "role": "inventory",
        "round": 11,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.303,
        "staff_buffer": 0.33,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs11:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs11:Scheduler:signal",
          "evidence": "Round 11: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs11:Scheduler:state",
          "evidence": "Round 11: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "guarded",
          "observation": "customers:44.673|served:44.673|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs11:Scheduler:act",
          "evidence": "Round 11: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs11:Scheduler:clear",
          "evidence": "Round 11: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs11:Scheduler:inventory_guard",
          "evidence": "Round 11: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs11:Scheduler:staff_guard",
          "evidence": "Round 11: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs11:Scheduler:payoff",
          "evidence": "Round 11: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs11:Scheduler:learner",
          "evidence": "Round 11: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.360|reorder_target_total:86.354|staff_forecast:45.303|staff_buffer:0.330",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0597,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.247,
        "role": "staffing",
        "round": 11,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.303,
        "staff_buffer": 0.33,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs11:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs11:Clerk:signal",
          "evidence": "Round 11: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs11:Clerk:state",
          "evidence": "Round 11: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "guarded",
          "observation": "customers:44.673|served:44.673|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs11:Clerk:act",
          "evidence": "Round 11: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs11:Clerk:clear",
          "evidence": "Round 11: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs11:Clerk:inventory_guard",
          "evidence": "Round 11: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs11:Clerk:staff_guard",
          "evidence": "Round 11: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs11:Clerk:payoff",
          "evidence": "Round 11: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs11:Clerk:learner",
          "evidence": "Round 11: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.360|reorder_target_total:86.354|staff_forecast:45.303|staff_buffer:0.330",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0597,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.247,
        "role": "checkout",
        "round": 11,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.303,
        "staff_buffer": 0.33,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs11:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs11:Supervisor:signal",
          "evidence": "Round 11: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs11:Supervisor:state",
          "evidence": "Round 11: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "guarded",
          "observation": "customers:44.673|served:44.673|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs11:Supervisor:act",
          "evidence": "Round 11: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs11:Supervisor:clear",
          "evidence": "Round 11: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs11:Supervisor:inventory_guard",
          "evidence": "Round 11: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs11:Supervisor:staff_guard",
          "evidence": "Round 11: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs11:Supervisor:payoff",
          "evidence": "Round 11: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs11:Supervisor:learner",
          "evidence": "Round 11: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.67 customer-unit demand, served 44.67, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 30.25. The online learner now forecasts 45.36 customer-units, targets 86.35 reorder units, and carries staffing buffer 0.33.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.360|reorder_target_total:86.354|staff_forecast:45.303|staff_buffer:0.330",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0597,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.247,
        "role": "supervisor",
        "round": 11,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.303,
        "staff_buffer": 0.33,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs12:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs12:Buyer:signal",
          "evidence": "Round 12: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs12:Buyer:state",
          "evidence": "Round 12: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:55.843|served:55.843|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs12:Buyer:act",
          "evidence": "Round 12: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs12:Buyer:clear",
          "evidence": "Round 12: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs12:Buyer:inventory_guard",
          "evidence": "Round 12: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs12:Buyer:staff_guard",
          "evidence": "Round 12: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs12:Buyer:payoff",
          "evidence": "Round 12: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs12:Buyer:learner",
          "evidence": "Round 12: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.875|reorder_target_total:86.125|staff_forecast:48.254|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0629,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 71.954,
        "role": "inventory",
        "round": 12,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.254,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs12:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs12:Scheduler:signal",
          "evidence": "Round 12: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs12:Scheduler:state",
          "evidence": "Round 12: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:55.843|served:55.843|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs12:Scheduler:act",
          "evidence": "Round 12: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs12:Scheduler:clear",
          "evidence": "Round 12: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs12:Scheduler:inventory_guard",
          "evidence": "Round 12: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs12:Scheduler:staff_guard",
          "evidence": "Round 12: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs12:Scheduler:payoff",
          "evidence": "Round 12: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs12:Scheduler:learner",
          "evidence": "Round 12: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.875|reorder_target_total:86.125|staff_forecast:48.254|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0629,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 71.954,
        "role": "staffing",
        "round": 12,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.254,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs12:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs12:Clerk:signal",
          "evidence": "Round 12: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs12:Clerk:state",
          "evidence": "Round 12: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:55.843|served:55.843|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs12:Clerk:act",
          "evidence": "Round 12: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs12:Clerk:clear",
          "evidence": "Round 12: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs12:Clerk:inventory_guard",
          "evidence": "Round 12: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs12:Clerk:staff_guard",
          "evidence": "Round 12: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs12:Clerk:payoff",
          "evidence": "Round 12: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs12:Clerk:learner",
          "evidence": "Round 12: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.875|reorder_target_total:86.125|staff_forecast:48.254|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0629,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 71.954,
        "role": "checkout",
        "round": 12,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.254,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs12:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs12:Supervisor:signal",
          "evidence": "Round 12: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs12:Supervisor:state",
          "evidence": "Round 12: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:55.843|served:55.843|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs12:Supervisor:act",
          "evidence": "Round 12: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs12:Supervisor:clear",
          "evidence": "Round 12: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs12:Supervisor:inventory_guard",
          "evidence": "Round 12: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs12:Supervisor:staff_guard",
          "evidence": "Round 12: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs12:Supervisor:payoff",
          "evidence": "Round 12: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs12:Supervisor:learner",
          "evidence": "Round 12: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 55.84 customer-unit demand, served 55.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 71.95. The online learner now forecasts 47.88 customer-units, targets 86.12 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.875|reorder_target_total:86.125|staff_forecast:48.254|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0629,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 71.954,
        "role": "supervisor",
        "round": 12,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.254,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs13:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs13:Buyer:signal",
          "evidence": "Round 13: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs13:Buyer:state",
          "evidence": "Round 13: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:59.567|served:59.567|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs13:Buyer:act",
          "evidence": "Round 13: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs13:Buyer:clear",
          "evidence": "Round 13: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs13:Buyer:inventory_guard",
          "evidence": "Round 13: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs13:Buyer:staff_guard",
          "evidence": "Round 13: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs13:Buyer:payoff",
          "evidence": "Round 13: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs13:Buyer:learner",
          "evidence": "Round 13: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.681|reorder_target_total:85.973|staff_forecast:51.422|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0582,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.672,
        "role": "inventory",
        "round": 13,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.422,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs13:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs13:Scheduler:signal",
          "evidence": "Round 13: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs13:Scheduler:state",
          "evidence": "Round 13: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:59.567|served:59.567|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs13:Scheduler:act",
          "evidence": "Round 13: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs13:Scheduler:clear",
          "evidence": "Round 13: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs13:Scheduler:inventory_guard",
          "evidence": "Round 13: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs13:Scheduler:staff_guard",
          "evidence": "Round 13: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs13:Scheduler:payoff",
          "evidence": "Round 13: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs13:Scheduler:learner",
          "evidence": "Round 13: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.681|reorder_target_total:85.973|staff_forecast:51.422|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0582,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.672,
        "role": "staffing",
        "round": 13,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.422,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs13:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs13:Clerk:signal",
          "evidence": "Round 13: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs13:Clerk:state",
          "evidence": "Round 13: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:59.567|served:59.567|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs13:Clerk:act",
          "evidence": "Round 13: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs13:Clerk:clear",
          "evidence": "Round 13: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs13:Clerk:inventory_guard",
          "evidence": "Round 13: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs13:Clerk:staff_guard",
          "evidence": "Round 13: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs13:Clerk:payoff",
          "evidence": "Round 13: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs13:Clerk:learner",
          "evidence": "Round 13: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.681|reorder_target_total:85.973|staff_forecast:51.422|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0582,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.672,
        "role": "checkout",
        "round": 13,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.422,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs13:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs13:Supervisor:signal",
          "evidence": "Round 13: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs13:Supervisor:state",
          "evidence": "Round 13: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:59.567|served:59.567|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs13:Supervisor:act",
          "evidence": "Round 13: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs13:Supervisor:clear",
          "evidence": "Round 13: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs13:Supervisor:inventory_guard",
          "evidence": "Round 13: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs13:Supervisor:staff_guard",
          "evidence": "Round 13: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs13:Supervisor:payoff",
          "evidence": "Round 13: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs13:Supervisor:learner",
          "evidence": "Round 13: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 59.57 customer-unit demand, served 59.57, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 83.67. The online learner now forecasts 50.68 customer-units, targets 85.97 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.681|reorder_target_total:85.973|staff_forecast:51.422|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0582,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.672,
        "role": "supervisor",
        "round": 13,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.422,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs14:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs14:Buyer:signal",
          "evidence": "Round 14: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs14:Buyer:state",
          "evidence": "Round 14: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:45.057|served:45.057|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs14:Buyer:act",
          "evidence": "Round 14: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs14:Buyer:clear",
          "evidence": "Round 14: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs14:Buyer:inventory_guard",
          "evidence": "Round 14: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs14:Buyer:staff_guard",
          "evidence": "Round 14: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs14:Buyer:payoff",
          "evidence": "Round 14: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs14:Buyer:learner",
          "evidence": "Round 14: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.332|reorder_target_total:85.686|staff_forecast:49.640|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.056,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.88,
        "role": "inventory",
        "round": 14,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.64,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs14:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs14:Scheduler:signal",
          "evidence": "Round 14: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs14:Scheduler:state",
          "evidence": "Round 14: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:45.057|served:45.057|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs14:Scheduler:act",
          "evidence": "Round 14: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs14:Scheduler:clear",
          "evidence": "Round 14: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs14:Scheduler:inventory_guard",
          "evidence": "Round 14: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs14:Scheduler:staff_guard",
          "evidence": "Round 14: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs14:Scheduler:payoff",
          "evidence": "Round 14: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs14:Scheduler:learner",
          "evidence": "Round 14: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.332|reorder_target_total:85.686|staff_forecast:49.640|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.056,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.88,
        "role": "staffing",
        "round": 14,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.64,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs14:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs14:Clerk:signal",
          "evidence": "Round 14: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs14:Clerk:state",
          "evidence": "Round 14: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:45.057|served:45.057|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs14:Clerk:act",
          "evidence": "Round 14: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs14:Clerk:clear",
          "evidence": "Round 14: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs14:Clerk:inventory_guard",
          "evidence": "Round 14: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs14:Clerk:staff_guard",
          "evidence": "Round 14: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs14:Clerk:payoff",
          "evidence": "Round 14: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs14:Clerk:learner",
          "evidence": "Round 14: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.332|reorder_target_total:85.686|staff_forecast:49.640|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.056,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.88,
        "role": "checkout",
        "round": 14,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.64,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs14:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs14:Supervisor:signal",
          "evidence": "Round 14: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs14:Supervisor:state",
          "evidence": "Round 14: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "guarded",
          "observation": "customers:45.057|served:45.057|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs14:Supervisor:act",
          "evidence": "Round 14: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs14:Supervisor:clear",
          "evidence": "Round 14: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs14:Supervisor:inventory_guard",
          "evidence": "Round 14: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs14:Supervisor:staff_guard",
          "evidence": "Round 14: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs14:Supervisor:payoff",
          "evidence": "Round 14: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs14:Supervisor:learner",
          "evidence": "Round 14: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.06 customer-unit demand, served 45.06, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.06, and earned profit 32.88. The online learner now forecasts 49.33 customer-units, targets 85.69 reorder units, and carries staffing buffer 0.30.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.332|reorder_target_total:85.686|staff_forecast:49.640|staff_buffer:0.305",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.056,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.88,
        "role": "supervisor",
        "round": 14,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.64,
        "staff_buffer": 0.305,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs15:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs15:Buyer:signal",
          "evidence": "Round 15: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs15:Buyer:state",
          "evidence": "Round 15: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "guarded",
          "observation": "customers:45.562|served:45.562|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs15:Buyer:act",
          "evidence": "Round 15: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs15:Buyer:clear",
          "evidence": "Round 15: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs15:Buyer:inventory_guard",
          "evidence": "Round 15: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs15:Buyer:staff_guard",
          "evidence": "Round 15: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs15:Buyer:payoff",
          "evidence": "Round 15: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs15:Buyer:learner",
          "evidence": "Round 15: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.427|reorder_target_total:85.425|staff_forecast:48.498|staff_buffer:0.280",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0525,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.013,
        "role": "inventory",
        "round": 15,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.498,
        "staff_buffer": 0.28,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs15:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs15:Scheduler:signal",
          "evidence": "Round 15: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs15:Scheduler:state",
          "evidence": "Round 15: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "guarded",
          "observation": "customers:45.562|served:45.562|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs15:Scheduler:act",
          "evidence": "Round 15: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs15:Scheduler:clear",
          "evidence": "Round 15: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs15:Scheduler:inventory_guard",
          "evidence": "Round 15: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs15:Scheduler:staff_guard",
          "evidence": "Round 15: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs15:Scheduler:payoff",
          "evidence": "Round 15: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs15:Scheduler:learner",
          "evidence": "Round 15: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.427|reorder_target_total:85.425|staff_forecast:48.498|staff_buffer:0.280",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0525,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.013,
        "role": "staffing",
        "round": 15,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.498,
        "staff_buffer": 0.28,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs15:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs15:Clerk:signal",
          "evidence": "Round 15: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs15:Clerk:state",
          "evidence": "Round 15: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "guarded",
          "observation": "customers:45.562|served:45.562|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs15:Clerk:act",
          "evidence": "Round 15: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs15:Clerk:clear",
          "evidence": "Round 15: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs15:Clerk:inventory_guard",
          "evidence": "Round 15: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs15:Clerk:staff_guard",
          "evidence": "Round 15: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs15:Clerk:payoff",
          "evidence": "Round 15: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs15:Clerk:learner",
          "evidence": "Round 15: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.427|reorder_target_total:85.425|staff_forecast:48.498|staff_buffer:0.280",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0525,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.013,
        "role": "checkout",
        "round": 15,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.498,
        "staff_buffer": 0.28,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs15:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs15:Supervisor:signal",
          "evidence": "Round 15: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs15:Supervisor:state",
          "evidence": "Round 15: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "guarded",
          "observation": "customers:45.562|served:45.562|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs15:Supervisor:act",
          "evidence": "Round 15: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs15:Supervisor:clear",
          "evidence": "Round 15: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs15:Supervisor:inventory_guard",
          "evidence": "Round 15: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs15:Supervisor:staff_guard",
          "evidence": "Round 15: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs15:Supervisor:payoff",
          "evidence": "Round 15: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs15:Supervisor:learner",
          "evidence": "Round 15: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.56 customer-unit demand, served 45.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 32.01. The online learner now forecasts 48.43 customer-units, targets 85.43 reorder units, and carries staffing buffer 0.28.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.427|reorder_target_total:85.425|staff_forecast:48.498|staff_buffer:0.280",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0525,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.013,
        "role": "supervisor",
        "round": 15,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.498,
        "staff_buffer": 0.28,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs16:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs16:Buyer:signal",
          "evidence": "Round 16: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs16:Buyer:state",
          "evidence": "Round 16: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "guarded",
          "observation": "customers:45.39|served:45.39|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs16:Buyer:act",
          "evidence": "Round 16: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs16:Buyer:clear",
          "evidence": "Round 16: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs16:Buyer:inventory_guard",
          "evidence": "Round 16: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs16:Buyer:staff_guard",
          "evidence": "Round 16: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs16:Buyer:payoff",
          "evidence": "Round 16: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs16:Buyer:learner",
          "evidence": "Round 16: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.699|reorder_target_total:85.130|staff_forecast:47.628|staff_buffer:0.255",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0547,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.478,
        "role": "inventory",
        "round": 16,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.628,
        "staff_buffer": 0.255,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs16:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs16:Scheduler:signal",
          "evidence": "Round 16: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs16:Scheduler:state",
          "evidence": "Round 16: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "guarded",
          "observation": "customers:45.39|served:45.39|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs16:Scheduler:act",
          "evidence": "Round 16: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs16:Scheduler:clear",
          "evidence": "Round 16: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs16:Scheduler:inventory_guard",
          "evidence": "Round 16: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs16:Scheduler:staff_guard",
          "evidence": "Round 16: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs16:Scheduler:payoff",
          "evidence": "Round 16: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs16:Scheduler:learner",
          "evidence": "Round 16: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.699|reorder_target_total:85.130|staff_forecast:47.628|staff_buffer:0.255",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0547,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.478,
        "role": "staffing",
        "round": 16,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.628,
        "staff_buffer": 0.255,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs16:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs16:Clerk:signal",
          "evidence": "Round 16: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs16:Clerk:state",
          "evidence": "Round 16: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "guarded",
          "observation": "customers:45.39|served:45.39|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs16:Clerk:act",
          "evidence": "Round 16: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs16:Clerk:clear",
          "evidence": "Round 16: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs16:Clerk:inventory_guard",
          "evidence": "Round 16: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs16:Clerk:staff_guard",
          "evidence": "Round 16: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs16:Clerk:payoff",
          "evidence": "Round 16: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs16:Clerk:learner",
          "evidence": "Round 16: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.699|reorder_target_total:85.130|staff_forecast:47.628|staff_buffer:0.255",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0547,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.478,
        "role": "checkout",
        "round": 16,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.628,
        "staff_buffer": 0.255,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs16:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs16:Supervisor:signal",
          "evidence": "Round 16: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs16:Supervisor:state",
          "evidence": "Round 16: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "guarded",
          "observation": "customers:45.39|served:45.39|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs16:Supervisor:act",
          "evidence": "Round 16: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs16:Supervisor:clear",
          "evidence": "Round 16: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs16:Supervisor:inventory_guard",
          "evidence": "Round 16: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs16:Supervisor:staff_guard",
          "evidence": "Round 16: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs16:Supervisor:payoff",
          "evidence": "Round 16: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs16:Supervisor:learner",
          "evidence": "Round 16: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.39 customer-unit demand, served 45.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 30.48. The online learner now forecasts 47.70 customer-units, targets 85.13 reorder units, and carries staffing buffer 0.26.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.699|reorder_target_total:85.130|staff_forecast:47.628|staff_buffer:0.255",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0547,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.478,
        "role": "supervisor",
        "round": 16,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.628,
        "staff_buffer": 0.255,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs17:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs17:Buyer:signal",
          "evidence": "Round 17: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs17:Buyer:state",
          "evidence": "Round 17: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:42.504|served:42.504|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs17:Buyer:act",
          "evidence": "Round 17: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs17:Buyer:clear",
          "evidence": "Round 17: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs17:Buyer:inventory_guard",
          "evidence": "Round 17: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs17:Buyer:staff_guard",
          "evidence": "Round 17: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs17:Buyer:payoff",
          "evidence": "Round 17: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs17:Buyer:learner",
          "evidence": "Round 17: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.452|reorder_target_total:84.850|staff_forecast:46.193|staff_buffer:0.230",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0514,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.138,
        "role": "inventory",
        "round": 17,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.193,
        "staff_buffer": 0.23,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs17:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs17:Scheduler:signal",
          "evidence": "Round 17: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs17:Scheduler:state",
          "evidence": "Round 17: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:42.504|served:42.504|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs17:Scheduler:act",
          "evidence": "Round 17: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs17:Scheduler:clear",
          "evidence": "Round 17: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs17:Scheduler:inventory_guard",
          "evidence": "Round 17: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs17:Scheduler:staff_guard",
          "evidence": "Round 17: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs17:Scheduler:payoff",
          "evidence": "Round 17: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs17:Scheduler:learner",
          "evidence": "Round 17: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.452|reorder_target_total:84.850|staff_forecast:46.193|staff_buffer:0.230",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0514,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.138,
        "role": "staffing",
        "round": 17,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.193,
        "staff_buffer": 0.23,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs17:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs17:Clerk:signal",
          "evidence": "Round 17: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs17:Clerk:state",
          "evidence": "Round 17: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:42.504|served:42.504|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs17:Clerk:act",
          "evidence": "Round 17: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs17:Clerk:clear",
          "evidence": "Round 17: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs17:Clerk:inventory_guard",
          "evidence": "Round 17: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs17:Clerk:staff_guard",
          "evidence": "Round 17: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs17:Clerk:payoff",
          "evidence": "Round 17: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs17:Clerk:learner",
          "evidence": "Round 17: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.452|reorder_target_total:84.850|staff_forecast:46.193|staff_buffer:0.230",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0514,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.138,
        "role": "checkout",
        "round": 17,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.193,
        "staff_buffer": 0.23,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs17:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs17:Supervisor:signal",
          "evidence": "Round 17: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs17:Supervisor:state",
          "evidence": "Round 17: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:42.504|served:42.504|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs17:Supervisor:act",
          "evidence": "Round 17: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs17:Supervisor:clear",
          "evidence": "Round 17: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs17:Supervisor:inventory_guard",
          "evidence": "Round 17: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs17:Supervisor:staff_guard",
          "evidence": "Round 17: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs17:Supervisor:payoff",
          "evidence": "Round 17: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs17:Supervisor:learner",
          "evidence": "Round 17: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.50 customer-unit demand, served 42.50, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 23.14. The online learner now forecasts 46.45 customer-units, targets 84.85 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.452|reorder_target_total:84.850|staff_forecast:46.193|staff_buffer:0.230",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0514,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.138,
        "role": "supervisor",
        "round": 17,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.193,
        "staff_buffer": 0.23,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs18:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs18:Buyer:signal",
          "evidence": "Round 18: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs18:Buyer:state",
          "evidence": "Round 18: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:43.745|served:43.745|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs18:Buyer:act",
          "evidence": "Round 18: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs18:Buyer:clear",
          "evidence": "Round 18: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs18:Buyer:inventory_guard",
          "evidence": "Round 18: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs18:Buyer:staff_guard",
          "evidence": "Round 18: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs18:Buyer:payoff",
          "evidence": "Round 18: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs18:Buyer:learner",
          "evidence": "Round 18: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.803|reorder_target_total:84.584|staff_forecast:45.508|staff_buffer:0.205",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.051,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 25.366,
        "role": "inventory",
        "round": 18,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.508,
        "staff_buffer": 0.205,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs18:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs18:Scheduler:signal",
          "evidence": "Round 18: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs18:Scheduler:state",
          "evidence": "Round 18: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:43.745|served:43.745|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs18:Scheduler:act",
          "evidence": "Round 18: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs18:Scheduler:clear",
          "evidence": "Round 18: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs18:Scheduler:inventory_guard",
          "evidence": "Round 18: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs18:Scheduler:staff_guard",
          "evidence": "Round 18: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs18:Scheduler:payoff",
          "evidence": "Round 18: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs18:Scheduler:learner",
          "evidence": "Round 18: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.803|reorder_target_total:84.584|staff_forecast:45.508|staff_buffer:0.205",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.051,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 25.366,
        "role": "staffing",
        "round": 18,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.508,
        "staff_buffer": 0.205,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs18:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs18:Clerk:signal",
          "evidence": "Round 18: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs18:Clerk:state",
          "evidence": "Round 18: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:43.745|served:43.745|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs18:Clerk:act",
          "evidence": "Round 18: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs18:Clerk:clear",
          "evidence": "Round 18: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs18:Clerk:inventory_guard",
          "evidence": "Round 18: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs18:Clerk:staff_guard",
          "evidence": "Round 18: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs18:Clerk:payoff",
          "evidence": "Round 18: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs18:Clerk:learner",
          "evidence": "Round 18: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.803|reorder_target_total:84.584|staff_forecast:45.508|staff_buffer:0.205",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.051,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 25.366,
        "role": "checkout",
        "round": 18,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.508,
        "staff_buffer": 0.205,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs18:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs18:Supervisor:signal",
          "evidence": "Round 18: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs18:Supervisor:state",
          "evidence": "Round 18: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:43.745|served:43.745|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs18:Supervisor:act",
          "evidence": "Round 18: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs18:Supervisor:clear",
          "evidence": "Round 18: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs18:Supervisor:inventory_guard",
          "evidence": "Round 18: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs18:Supervisor:staff_guard",
          "evidence": "Round 18: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs18:Supervisor:payoff",
          "evidence": "Round 18: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs18:Supervisor:learner",
          "evidence": "Round 18: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.74 customer-unit demand, served 43.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 25.37. The online learner now forecasts 45.80 customer-units, targets 84.58 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.803|reorder_target_total:84.584|staff_forecast:45.508|staff_buffer:0.205",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.051,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 25.366,
        "role": "supervisor",
        "round": 18,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.508,
        "staff_buffer": 0.205,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs19:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs19:Buyer:signal",
          "evidence": "Round 19: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs19:Buyer:state",
          "evidence": "Round 19: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:58.548|served:58.548|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs19:Buyer:act",
          "evidence": "Round 19: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs19:Buyer:clear",
          "evidence": "Round 19: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs19:Buyer:inventory_guard",
          "evidence": "Round 19: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs19:Buyer:staff_guard",
          "evidence": "Round 19: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs19:Buyer:payoff",
          "evidence": "Round 19: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs19:Buyer:learner",
          "evidence": "Round 19: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.862|reorder_target_total:84.435|staff_forecast:49.159|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0592,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.876,
        "role": "inventory",
        "round": 19,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.159,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs19:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs19:Scheduler:signal",
          "evidence": "Round 19: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs19:Scheduler:state",
          "evidence": "Round 19: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:58.548|served:58.548|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs19:Scheduler:act",
          "evidence": "Round 19: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs19:Scheduler:clear",
          "evidence": "Round 19: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs19:Scheduler:inventory_guard",
          "evidence": "Round 19: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs19:Scheduler:staff_guard",
          "evidence": "Round 19: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs19:Scheduler:payoff",
          "evidence": "Round 19: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs19:Scheduler:learner",
          "evidence": "Round 19: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.862|reorder_target_total:84.435|staff_forecast:49.159|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0592,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.876,
        "role": "staffing",
        "round": 19,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.159,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs19:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs19:Clerk:signal",
          "evidence": "Round 19: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs19:Clerk:state",
          "evidence": "Round 19: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:58.548|served:58.548|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs19:Clerk:act",
          "evidence": "Round 19: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs19:Clerk:clear",
          "evidence": "Round 19: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs19:Clerk:inventory_guard",
          "evidence": "Round 19: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs19:Clerk:staff_guard",
          "evidence": "Round 19: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs19:Clerk:payoff",
          "evidence": "Round 19: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs19:Clerk:learner",
          "evidence": "Round 19: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.862|reorder_target_total:84.435|staff_forecast:49.159|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0592,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.876,
        "role": "checkout",
        "round": 19,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.159,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs19:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs19:Supervisor:signal",
          "evidence": "Round 19: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs19:Supervisor:state",
          "evidence": "Round 19: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:58.548|served:58.548|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs19:Supervisor:act",
          "evidence": "Round 19: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs19:Supervisor:clear",
          "evidence": "Round 19: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs19:Supervisor:inventory_guard",
          "evidence": "Round 19: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs19:Supervisor:staff_guard",
          "evidence": "Round 19: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs19:Supervisor:payoff",
          "evidence": "Round 19: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs19:Supervisor:learner",
          "evidence": "Round 19: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 84.88. The online learner now forecasts 48.86 customer-units, targets 84.44 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.862|reorder_target_total:84.435|staff_forecast:49.159|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0592,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.876,
        "role": "supervisor",
        "round": 19,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.159,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs20:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs20:Buyer:signal",
          "evidence": "Round 20: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs20:Buyer:state",
          "evidence": "Round 20: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:58.981|served:58.981|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs20:Buyer:act",
          "evidence": "Round 20: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs20:Buyer:clear",
          "evidence": "Round 20: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs20:Buyer:inventory_guard",
          "evidence": "Round 20: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs20:Buyer:staff_guard",
          "evidence": "Round 20: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs20:Buyer:payoff",
          "evidence": "Round 20: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs20:Buyer:learner",
          "evidence": "Round 20: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.291|reorder_target_total:84.320|staff_forecast:51.909|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0571,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.602,
        "role": "inventory",
        "round": 20,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.909,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs20:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs20:Scheduler:signal",
          "evidence": "Round 20: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs20:Scheduler:state",
          "evidence": "Round 20: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:58.981|served:58.981|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs20:Scheduler:act",
          "evidence": "Round 20: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs20:Scheduler:clear",
          "evidence": "Round 20: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs20:Scheduler:inventory_guard",
          "evidence": "Round 20: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs20:Scheduler:staff_guard",
          "evidence": "Round 20: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs20:Scheduler:payoff",
          "evidence": "Round 20: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs20:Scheduler:learner",
          "evidence": "Round 20: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.291|reorder_target_total:84.320|staff_forecast:51.909|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0571,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.602,
        "role": "staffing",
        "round": 20,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.909,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs20:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs20:Clerk:signal",
          "evidence": "Round 20: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs20:Clerk:state",
          "evidence": "Round 20: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:58.981|served:58.981|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs20:Clerk:act",
          "evidence": "Round 20: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs20:Clerk:clear",
          "evidence": "Round 20: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs20:Clerk:inventory_guard",
          "evidence": "Round 20: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs20:Clerk:staff_guard",
          "evidence": "Round 20: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs20:Clerk:payoff",
          "evidence": "Round 20: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs20:Clerk:learner",
          "evidence": "Round 20: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.291|reorder_target_total:84.320|staff_forecast:51.909|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0571,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.602,
        "role": "checkout",
        "round": 20,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.909,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs20:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs20:Supervisor:signal",
          "evidence": "Round 20: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs20:Supervisor:state",
          "evidence": "Round 20: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:58.981|served:58.981|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs20:Supervisor:act",
          "evidence": "Round 20: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs20:Supervisor:clear",
          "evidence": "Round 20: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs20:Supervisor:inventory_guard",
          "evidence": "Round 20: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs20:Supervisor:staff_guard",
          "evidence": "Round 20: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs20:Supervisor:payoff",
          "evidence": "Round 20: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs20:Supervisor:learner",
          "evidence": "Round 20: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 58.98 customer-unit demand, served 58.98, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.06, and earned profit 81.60. The online learner now forecasts 51.29 customer-units, targets 84.32 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.291|reorder_target_total:84.320|staff_forecast:51.909|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0571,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.602,
        "role": "supervisor",
        "round": 20,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.909,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs21:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs21:Buyer:signal",
          "evidence": "Round 21: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs21:Buyer:state",
          "evidence": "Round 21: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:46.578|served:46.578|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs21:Buyer:act",
          "evidence": "Round 21: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs21:Buyer:clear",
          "evidence": "Round 21: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs21:Buyer:inventory_guard",
          "evidence": "Round 21: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs21:Buyer:staff_guard",
          "evidence": "Round 21: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs21:Buyer:payoff",
          "evidence": "Round 21: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs21:Buyer:learner",
          "evidence": "Round 21: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.160|reorder_target_total:84.128|staff_forecast:50.416|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0519,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.158,
        "role": "inventory",
        "round": 21,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.416,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs21:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs21:Scheduler:signal",
          "evidence": "Round 21: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs21:Scheduler:state",
          "evidence": "Round 21: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:46.578|served:46.578|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs21:Scheduler:act",
          "evidence": "Round 21: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs21:Scheduler:clear",
          "evidence": "Round 21: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs21:Scheduler:inventory_guard",
          "evidence": "Round 21: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs21:Scheduler:staff_guard",
          "evidence": "Round 21: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs21:Scheduler:payoff",
          "evidence": "Round 21: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs21:Scheduler:learner",
          "evidence": "Round 21: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.160|reorder_target_total:84.128|staff_forecast:50.416|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0519,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.158,
        "role": "staffing",
        "round": 21,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.416,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs21:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs21:Clerk:signal",
          "evidence": "Round 21: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs21:Clerk:state",
          "evidence": "Round 21: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:46.578|served:46.578|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs21:Clerk:act",
          "evidence": "Round 21: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs21:Clerk:clear",
          "evidence": "Round 21: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs21:Clerk:inventory_guard",
          "evidence": "Round 21: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs21:Clerk:staff_guard",
          "evidence": "Round 21: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs21:Clerk:payoff",
          "evidence": "Round 21: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs21:Clerk:learner",
          "evidence": "Round 21: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.160|reorder_target_total:84.128|staff_forecast:50.416|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0519,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.158,
        "role": "checkout",
        "round": 21,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.416,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs21:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs21:Supervisor:signal",
          "evidence": "Round 21: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs21:Supervisor:state",
          "evidence": "Round 21: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "guarded",
          "observation": "customers:46.578|served:46.578|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs21:Supervisor:act",
          "evidence": "Round 21: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs21:Supervisor:clear",
          "evidence": "Round 21: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs21:Supervisor:inventory_guard",
          "evidence": "Round 21: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs21:Supervisor:staff_guard",
          "evidence": "Round 21: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs21:Supervisor:payoff",
          "evidence": "Round 21: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs21:Supervisor:learner",
          "evidence": "Round 21: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 33.16. The online learner now forecasts 50.16 customer-units, targets 84.13 reorder units, and carries staffing buffer 0.18.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.160|reorder_target_total:84.128|staff_forecast:50.416|staff_buffer:0.180",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0519,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.158,
        "role": "supervisor",
        "round": 21,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.416,
        "staff_buffer": 0.18,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs22:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs22:Buyer:signal",
          "evidence": "Round 22: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs22:Buyer:state",
          "evidence": "Round 22: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:49.333|served:49.333|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs22:Buyer:act",
          "evidence": "Round 22: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs22:Buyer:clear",
          "evidence": "Round 22: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs22:Buyer:inventory_guard",
          "evidence": "Round 22: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs22:Buyer:staff_guard",
          "evidence": "Round 22: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs22:Buyer:payoff",
          "evidence": "Round 22: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs22:Buyer:learner",
          "evidence": "Round 22: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.962|reorder_target_total:83.922|staff_forecast:50.113|staff_buffer:0.155",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0459,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.217,
        "role": "inventory",
        "round": 22,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.113,
        "staff_buffer": 0.155,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs22:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs22:Scheduler:signal",
          "evidence": "Round 22: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs22:Scheduler:state",
          "evidence": "Round 22: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:49.333|served:49.333|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs22:Scheduler:act",
          "evidence": "Round 22: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs22:Scheduler:clear",
          "evidence": "Round 22: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs22:Scheduler:inventory_guard",
          "evidence": "Round 22: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs22:Scheduler:staff_guard",
          "evidence": "Round 22: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs22:Scheduler:payoff",
          "evidence": "Round 22: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs22:Scheduler:learner",
          "evidence": "Round 22: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.962|reorder_target_total:83.922|staff_forecast:50.113|staff_buffer:0.155",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0459,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.217,
        "role": "staffing",
        "round": 22,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.113,
        "staff_buffer": 0.155,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs22:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs22:Clerk:signal",
          "evidence": "Round 22: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs22:Clerk:state",
          "evidence": "Round 22: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:49.333|served:49.333|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs22:Clerk:act",
          "evidence": "Round 22: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs22:Clerk:clear",
          "evidence": "Round 22: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs22:Clerk:inventory_guard",
          "evidence": "Round 22: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs22:Clerk:staff_guard",
          "evidence": "Round 22: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs22:Clerk:payoff",
          "evidence": "Round 22: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs22:Clerk:learner",
          "evidence": "Round 22: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.962|reorder_target_total:83.922|staff_forecast:50.113|staff_buffer:0.155",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0459,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.217,
        "role": "checkout",
        "round": 22,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.113,
        "staff_buffer": 0.155,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs22:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs22:Supervisor:signal",
          "evidence": "Round 22: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs22:Supervisor:state",
          "evidence": "Round 22: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:49.333|served:49.333|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs22:Supervisor:act",
          "evidence": "Round 22: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs22:Supervisor:clear",
          "evidence": "Round 22: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs22:Supervisor:inventory_guard",
          "evidence": "Round 22: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs22:Supervisor:staff_guard",
          "evidence": "Round 22: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs22:Supervisor:payoff",
          "evidence": "Round 22: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs22:Supervisor:learner",
          "evidence": "Round 22: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.33 customer-unit demand, served 49.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 48.22. The online learner now forecasts 49.96 customer-units, targets 83.92 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.962|reorder_target_total:83.922|staff_forecast:50.113|staff_buffer:0.155",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0459,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.217,
        "role": "supervisor",
        "round": 22,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.113,
        "staff_buffer": 0.155,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs23:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs23:Buyer:signal",
          "evidence": "Round 23: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs23:Buyer:state",
          "evidence": "Round 23: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "guarded",
          "observation": "customers:48.436|served:48.436|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs23:Buyer:act",
          "evidence": "Round 23: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs23:Buyer:clear",
          "evidence": "Round 23: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs23:Buyer:inventory_guard",
          "evidence": "Round 23: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs23:Buyer:staff_guard",
          "evidence": "Round 23: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs23:Buyer:payoff",
          "evidence": "Round 23: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs23:Buyer:learner",
          "evidence": "Round 23: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.596|reorder_target_total:83.718|staff_forecast:49.643|staff_buffer:0.130",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0489,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.486,
        "role": "inventory",
        "round": 23,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.643,
        "staff_buffer": 0.13,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs23:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs23:Scheduler:signal",
          "evidence": "Round 23: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs23:Scheduler:state",
          "evidence": "Round 23: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "guarded",
          "observation": "customers:48.436|served:48.436|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs23:Scheduler:act",
          "evidence": "Round 23: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs23:Scheduler:clear",
          "evidence": "Round 23: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs23:Scheduler:inventory_guard",
          "evidence": "Round 23: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs23:Scheduler:staff_guard",
          "evidence": "Round 23: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs23:Scheduler:payoff",
          "evidence": "Round 23: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs23:Scheduler:learner",
          "evidence": "Round 23: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.596|reorder_target_total:83.718|staff_forecast:49.643|staff_buffer:0.130",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0489,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.486,
        "role": "staffing",
        "round": 23,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.643,
        "staff_buffer": 0.13,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs23:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs23:Clerk:signal",
          "evidence": "Round 23: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs23:Clerk:state",
          "evidence": "Round 23: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "guarded",
          "observation": "customers:48.436|served:48.436|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs23:Clerk:act",
          "evidence": "Round 23: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs23:Clerk:clear",
          "evidence": "Round 23: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs23:Clerk:inventory_guard",
          "evidence": "Round 23: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs23:Clerk:staff_guard",
          "evidence": "Round 23: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs23:Clerk:payoff",
          "evidence": "Round 23: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs23:Clerk:learner",
          "evidence": "Round 23: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.596|reorder_target_total:83.718|staff_forecast:49.643|staff_buffer:0.130",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0489,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.486,
        "role": "checkout",
        "round": 23,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.643,
        "staff_buffer": 0.13,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs23:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs23:Supervisor:signal",
          "evidence": "Round 23: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs23:Supervisor:state",
          "evidence": "Round 23: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "guarded",
          "observation": "customers:48.436|served:48.436|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs23:Supervisor:act",
          "evidence": "Round 23: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs23:Supervisor:clear",
          "evidence": "Round 23: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs23:Supervisor:inventory_guard",
          "evidence": "Round 23: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs23:Supervisor:staff_guard",
          "evidence": "Round 23: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs23:Supervisor:payoff",
          "evidence": "Round 23: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs23:Supervisor:learner",
          "evidence": "Round 23: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.44 customer-unit demand, served 48.44, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 43.49. The online learner now forecasts 49.60 customer-units, targets 83.72 reorder units, and carries staffing buffer 0.13.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.596|reorder_target_total:83.718|staff_forecast:49.643|staff_buffer:0.130",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0489,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.486,
        "role": "supervisor",
        "round": 23,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.643,
        "staff_buffer": 0.13,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs24:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs24:Buyer:signal",
          "evidence": "Round 24: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs24:Buyer:state",
          "evidence": "Round 24: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.14|served:47.14|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs24:Buyer:act",
          "evidence": "Round 24: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs24:Buyer:clear",
          "evidence": "Round 24: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs24:Buyer:inventory_guard",
          "evidence": "Round 24: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs24:Buyer:staff_guard",
          "evidence": "Round 24: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs24:Buyer:payoff",
          "evidence": "Round 24: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs24:Buyer:learner",
          "evidence": "Round 24: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.006|reorder_target_total:83.533|staff_forecast:48.942|staff_buffer:0.105",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0472,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.955,
        "role": "inventory",
        "round": 24,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.942,
        "staff_buffer": 0.105,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs24:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs24:Scheduler:signal",
          "evidence": "Round 24: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs24:Scheduler:state",
          "evidence": "Round 24: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.14|served:47.14|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs24:Scheduler:act",
          "evidence": "Round 24: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs24:Scheduler:clear",
          "evidence": "Round 24: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs24:Scheduler:inventory_guard",
          "evidence": "Round 24: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs24:Scheduler:staff_guard",
          "evidence": "Round 24: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs24:Scheduler:payoff",
          "evidence": "Round 24: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs24:Scheduler:learner",
          "evidence": "Round 24: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.006|reorder_target_total:83.533|staff_forecast:48.942|staff_buffer:0.105",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0472,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.955,
        "role": "staffing",
        "round": 24,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.942,
        "staff_buffer": 0.105,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs24:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs24:Clerk:signal",
          "evidence": "Round 24: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs24:Clerk:state",
          "evidence": "Round 24: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.14|served:47.14|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs24:Clerk:act",
          "evidence": "Round 24: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs24:Clerk:clear",
          "evidence": "Round 24: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs24:Clerk:inventory_guard",
          "evidence": "Round 24: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs24:Clerk:staff_guard",
          "evidence": "Round 24: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs24:Clerk:payoff",
          "evidence": "Round 24: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs24:Clerk:learner",
          "evidence": "Round 24: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.006|reorder_target_total:83.533|staff_forecast:48.942|staff_buffer:0.105",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0472,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.955,
        "role": "checkout",
        "round": 24,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.942,
        "staff_buffer": 0.105,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs24:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs24:Supervisor:signal",
          "evidence": "Round 24: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs24:Supervisor:state",
          "evidence": "Round 24: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.14|served:47.14|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs24:Supervisor:act",
          "evidence": "Round 24: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs24:Supervisor:clear",
          "evidence": "Round 24: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs24:Supervisor:inventory_guard",
          "evidence": "Round 24: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs24:Supervisor:staff_guard",
          "evidence": "Round 24: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs24:Supervisor:payoff",
          "evidence": "Round 24: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs24:Supervisor:learner",
          "evidence": "Round 24: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.14 customer-unit demand, served 47.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 36.95. The online learner now forecasts 49.01 customer-units, targets 83.53 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.006|reorder_target_total:83.533|staff_forecast:48.942|staff_buffer:0.105",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0472,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.955,
        "role": "supervisor",
        "round": 24,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.942,
        "staff_buffer": 0.105,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs25:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs25:Buyer:signal",
          "evidence": "Round 25: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs25:Buyer:state",
          "evidence": "Round 25: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "guarded",
          "observation": "customers:41.861|served:41.861|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs25:Buyer:act",
          "evidence": "Round 25: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs25:Buyer:clear",
          "evidence": "Round 25: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs25:Buyer:inventory_guard",
          "evidence": "Round 25: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs25:Buyer:staff_guard",
          "evidence": "Round 25: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs25:Buyer:payoff",
          "evidence": "Round 25: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs25:Buyer:learner",
          "evidence": "Round 25: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.291|reorder_target_total:83.318|staff_forecast:46.959|staff_buffer:0.080",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0424,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.539,
        "role": "inventory",
        "round": 25,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.959,
        "staff_buffer": 0.08,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs25:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs25:Scheduler:signal",
          "evidence": "Round 25: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs25:Scheduler:state",
          "evidence": "Round 25: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "guarded",
          "observation": "customers:41.861|served:41.861|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs25:Scheduler:act",
          "evidence": "Round 25: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs25:Scheduler:clear",
          "evidence": "Round 25: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs25:Scheduler:inventory_guard",
          "evidence": "Round 25: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs25:Scheduler:staff_guard",
          "evidence": "Round 25: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs25:Scheduler:payoff",
          "evidence": "Round 25: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs25:Scheduler:learner",
          "evidence": "Round 25: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.291|reorder_target_total:83.318|staff_forecast:46.959|staff_buffer:0.080",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0424,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.539,
        "role": "staffing",
        "round": 25,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.959,
        "staff_buffer": 0.08,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs25:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs25:Clerk:signal",
          "evidence": "Round 25: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs25:Clerk:state",
          "evidence": "Round 25: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "guarded",
          "observation": "customers:41.861|served:41.861|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs25:Clerk:act",
          "evidence": "Round 25: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs25:Clerk:clear",
          "evidence": "Round 25: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs25:Clerk:inventory_guard",
          "evidence": "Round 25: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs25:Clerk:staff_guard",
          "evidence": "Round 25: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs25:Clerk:payoff",
          "evidence": "Round 25: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs25:Clerk:learner",
          "evidence": "Round 25: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.291|reorder_target_total:83.318|staff_forecast:46.959|staff_buffer:0.080",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0424,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.539,
        "role": "checkout",
        "round": 25,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.959,
        "staff_buffer": 0.08,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs25:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs25:Supervisor:signal",
          "evidence": "Round 25: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs25:Supervisor:state",
          "evidence": "Round 25: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "guarded",
          "observation": "customers:41.861|served:41.861|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs25:Supervisor:act",
          "evidence": "Round 25: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs25:Supervisor:clear",
          "evidence": "Round 25: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs25:Supervisor:inventory_guard",
          "evidence": "Round 25: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs25:Supervisor:staff_guard",
          "evidence": "Round 25: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs25:Supervisor:payoff",
          "evidence": "Round 25: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs25:Supervisor:learner",
          "evidence": "Round 25: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 18.54. The online learner now forecasts 47.29 customer-units, targets 83.32 reorder units, and carries staffing buffer 0.08.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.291|reorder_target_total:83.318|staff_forecast:46.959|staff_buffer:0.080",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0424,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.539,
        "role": "supervisor",
        "round": 25,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.959,
        "staff_buffer": 0.08,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs26:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs26:Buyer:signal",
          "evidence": "Round 26: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs26:Buyer:state",
          "evidence": "Round 26: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:54.357|served:54.357|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs26:Buyer:act",
          "evidence": "Round 26: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs26:Buyer:clear",
          "evidence": "Round 26: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs26:Buyer:inventory_guard",
          "evidence": "Round 26: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs26:Buyer:staff_guard",
          "evidence": "Round 26: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs26:Buyer:payoff",
          "evidence": "Round 26: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs26:Buyer:learner",
          "evidence": "Round 26: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.986|reorder_target_total:83.179|staff_forecast:49.030|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0444,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 68.67,
        "role": "inventory",
        "round": 26,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.03,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs26:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs26:Scheduler:signal",
          "evidence": "Round 26: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs26:Scheduler:state",
          "evidence": "Round 26: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:54.357|served:54.357|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs26:Scheduler:act",
          "evidence": "Round 26: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs26:Scheduler:clear",
          "evidence": "Round 26: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs26:Scheduler:inventory_guard",
          "evidence": "Round 26: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs26:Scheduler:staff_guard",
          "evidence": "Round 26: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs26:Scheduler:payoff",
          "evidence": "Round 26: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs26:Scheduler:learner",
          "evidence": "Round 26: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.986|reorder_target_total:83.179|staff_forecast:49.030|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0444,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 68.67,
        "role": "staffing",
        "round": 26,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.03,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs26:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs26:Clerk:signal",
          "evidence": "Round 26: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs26:Clerk:state",
          "evidence": "Round 26: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:54.357|served:54.357|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs26:Clerk:act",
          "evidence": "Round 26: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs26:Clerk:clear",
          "evidence": "Round 26: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs26:Clerk:inventory_guard",
          "evidence": "Round 26: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs26:Clerk:staff_guard",
          "evidence": "Round 26: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs26:Clerk:payoff",
          "evidence": "Round 26: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs26:Clerk:learner",
          "evidence": "Round 26: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.986|reorder_target_total:83.179|staff_forecast:49.030|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0444,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 68.67,
        "role": "checkout",
        "round": 26,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.03,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs26:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs26:Supervisor:signal",
          "evidence": "Round 26: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs26:Supervisor:state",
          "evidence": "Round 26: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:54.357|served:54.357|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs26:Supervisor:act",
          "evidence": "Round 26: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs26:Supervisor:clear",
          "evidence": "Round 26: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs26:Supervisor:inventory_guard",
          "evidence": "Round 26: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs26:Supervisor:staff_guard",
          "evidence": "Round 26: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs26:Supervisor:payoff",
          "evidence": "Round 26: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs26:Supervisor:learner",
          "evidence": "Round 26: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.36 customer-unit demand, served 54.36, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 68.67. The online learner now forecasts 48.99 customer-units, targets 83.18 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.986|reorder_target_total:83.179|staff_forecast:49.030|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0444,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 68.67,
        "role": "supervisor",
        "round": 26,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.03,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs27:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs27:Buyer:signal",
          "evidence": "Round 27: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs27:Buyer:state",
          "evidence": "Round 27: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:53.138|served:53.138|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs27:Buyer:act",
          "evidence": "Round 27: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs27:Buyer:clear",
          "evidence": "Round 27: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs27:Buyer:inventory_guard",
          "evidence": "Round 27: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs27:Buyer:staff_guard",
          "evidence": "Round 27: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs27:Buyer:payoff",
          "evidence": "Round 27: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs27:Buyer:learner",
          "evidence": "Round 27: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.982|reorder_target_total:83.054|staff_forecast:50.180|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0413,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 61.192,
        "role": "inventory",
        "round": 27,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.18,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs27:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs27:Scheduler:signal",
          "evidence": "Round 27: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs27:Scheduler:state",
          "evidence": "Round 27: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:53.138|served:53.138|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs27:Scheduler:act",
          "evidence": "Round 27: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs27:Scheduler:clear",
          "evidence": "Round 27: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs27:Scheduler:inventory_guard",
          "evidence": "Round 27: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs27:Scheduler:staff_guard",
          "evidence": "Round 27: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs27:Scheduler:payoff",
          "evidence": "Round 27: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs27:Scheduler:learner",
          "evidence": "Round 27: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.982|reorder_target_total:83.054|staff_forecast:50.180|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0413,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 61.192,
        "role": "staffing",
        "round": 27,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.18,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs27:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs27:Clerk:signal",
          "evidence": "Round 27: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs27:Clerk:state",
          "evidence": "Round 27: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:53.138|served:53.138|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs27:Clerk:act",
          "evidence": "Round 27: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs27:Clerk:clear",
          "evidence": "Round 27: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs27:Clerk:inventory_guard",
          "evidence": "Round 27: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs27:Clerk:staff_guard",
          "evidence": "Round 27: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs27:Clerk:payoff",
          "evidence": "Round 27: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs27:Clerk:learner",
          "evidence": "Round 27: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.982|reorder_target_total:83.054|staff_forecast:50.180|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0413,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 61.192,
        "role": "checkout",
        "round": 27,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.18,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs27:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs27:Supervisor:signal",
          "evidence": "Round 27: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs27:Supervisor:state",
          "evidence": "Round 27: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:53.138|served:53.138|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs27:Supervisor:act",
          "evidence": "Round 27: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs27:Supervisor:clear",
          "evidence": "Round 27: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs27:Supervisor:inventory_guard",
          "evidence": "Round 27: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs27:Supervisor:staff_guard",
          "evidence": "Round 27: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs27:Supervisor:payoff",
          "evidence": "Round 27: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs27:Supervisor:learner",
          "evidence": "Round 27: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.14 customer-unit demand, served 53.14, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 61.19. The online learner now forecasts 49.98 customer-units, targets 83.05 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.982|reorder_target_total:83.054|staff_forecast:50.180|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0413,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 61.192,
        "role": "supervisor",
        "round": 27,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.18,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs28:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs28:Buyer:signal",
          "evidence": "Round 28: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs28:Buyer:state",
          "evidence": "Round 28: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:44.405|served:44.405|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs28:Buyer:act",
          "evidence": "Round 28: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs28:Buyer:clear",
          "evidence": "Round 28: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs28:Buyer:inventory_guard",
          "evidence": "Round 28: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs28:Buyer:staff_guard",
          "evidence": "Round 28: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs28:Buyer:payoff",
          "evidence": "Round 28: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs28:Buyer:learner",
          "evidence": "Round 28: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.643|reorder_target_total:82.846|staff_forecast:48.563|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0442,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.541,
        "role": "inventory",
        "round": 28,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.563,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs28:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs28:Scheduler:signal",
          "evidence": "Round 28: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs28:Scheduler:state",
          "evidence": "Round 28: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:44.405|served:44.405|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs28:Scheduler:act",
          "evidence": "Round 28: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs28:Scheduler:clear",
          "evidence": "Round 28: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs28:Scheduler:inventory_guard",
          "evidence": "Round 28: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs28:Scheduler:staff_guard",
          "evidence": "Round 28: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs28:Scheduler:payoff",
          "evidence": "Round 28: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs28:Scheduler:learner",
          "evidence": "Round 28: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.643|reorder_target_total:82.846|staff_forecast:48.563|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0442,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.541,
        "role": "staffing",
        "round": 28,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.563,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs28:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs28:Clerk:signal",
          "evidence": "Round 28: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs28:Clerk:state",
          "evidence": "Round 28: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:44.405|served:44.405|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs28:Clerk:act",
          "evidence": "Round 28: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs28:Clerk:clear",
          "evidence": "Round 28: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs28:Clerk:inventory_guard",
          "evidence": "Round 28: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs28:Clerk:staff_guard",
          "evidence": "Round 28: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs28:Clerk:payoff",
          "evidence": "Round 28: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs28:Clerk:learner",
          "evidence": "Round 28: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.643|reorder_target_total:82.846|staff_forecast:48.563|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0442,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.541,
        "role": "checkout",
        "round": 28,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.563,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs28:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs28:Supervisor:signal",
          "evidence": "Round 28: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs28:Supervisor:state",
          "evidence": "Round 28: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "guarded",
          "observation": "customers:44.405|served:44.405|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs28:Supervisor:act",
          "evidence": "Round 28: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs28:Supervisor:clear",
          "evidence": "Round 28: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs28:Supervisor:inventory_guard",
          "evidence": "Round 28: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs28:Supervisor:staff_guard",
          "evidence": "Round 28: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs28:Supervisor:payoff",
          "evidence": "Round 28: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs28:Supervisor:learner",
          "evidence": "Round 28: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.41 customer-unit demand, served 44.41, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.54. The online learner now forecasts 48.64 customer-units, targets 82.85 reorder units, and carries staffing buffer 0.06.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.643|reorder_target_total:82.846|staff_forecast:48.563|staff_buffer:0.055",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0442,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.541,
        "role": "supervisor",
        "round": 28,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.563,
        "staff_buffer": 0.055,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs29:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs29:Buyer:signal",
          "evidence": "Round 29: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs29:Buyer:state",
          "evidence": "Round 29: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:41.93|served:41.93|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs29:Buyer:act",
          "evidence": "Round 29: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs29:Buyer:clear",
          "evidence": "Round 29: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs29:Buyer:inventory_guard",
          "evidence": "Round 29: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs29:Buyer:staff_guard",
          "evidence": "Round 29: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs29:Buyer:payoff",
          "evidence": "Round 29: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs29:Buyer:learner",
          "evidence": "Round 29: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.032|reorder_target_total:82.615|staff_forecast:46.706|staff_buffer:0.030",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0422,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 17.958,
        "role": "inventory",
        "round": 29,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.706,
        "staff_buffer": 0.03,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs29:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs29:Scheduler:signal",
          "evidence": "Round 29: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs29:Scheduler:state",
          "evidence": "Round 29: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:41.93|served:41.93|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs29:Scheduler:act",
          "evidence": "Round 29: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs29:Scheduler:clear",
          "evidence": "Round 29: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs29:Scheduler:inventory_guard",
          "evidence": "Round 29: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs29:Scheduler:staff_guard",
          "evidence": "Round 29: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs29:Scheduler:payoff",
          "evidence": "Round 29: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs29:Scheduler:learner",
          "evidence": "Round 29: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.032|reorder_target_total:82.615|staff_forecast:46.706|staff_buffer:0.030",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0422,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 17.958,
        "role": "staffing",
        "round": 29,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.706,
        "staff_buffer": 0.03,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs29:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs29:Clerk:signal",
          "evidence": "Round 29: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs29:Clerk:state",
          "evidence": "Round 29: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:41.93|served:41.93|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs29:Clerk:act",
          "evidence": "Round 29: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs29:Clerk:clear",
          "evidence": "Round 29: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs29:Clerk:inventory_guard",
          "evidence": "Round 29: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs29:Clerk:staff_guard",
          "evidence": "Round 29: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs29:Clerk:payoff",
          "evidence": "Round 29: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs29:Clerk:learner",
          "evidence": "Round 29: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.032|reorder_target_total:82.615|staff_forecast:46.706|staff_buffer:0.030",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0422,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 17.958,
        "role": "checkout",
        "round": 29,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.706,
        "staff_buffer": 0.03,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs29:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs29:Supervisor:signal",
          "evidence": "Round 29: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs29:Supervisor:state",
          "evidence": "Round 29: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:41.93|served:41.93|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs29:Supervisor:act",
          "evidence": "Round 29: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs29:Supervisor:clear",
          "evidence": "Round 29: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs29:Supervisor:inventory_guard",
          "evidence": "Round 29: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs29:Supervisor:staff_guard",
          "evidence": "Round 29: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs29:Supervisor:payoff",
          "evidence": "Round 29: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs29:Supervisor:learner",
          "evidence": "Round 29: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.93 customer-unit demand, served 41.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 17.96. The online learner now forecasts 47.03 customer-units, targets 82.61 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.032|reorder_target_total:82.615|staff_forecast:46.706|staff_buffer:0.030",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0422,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 17.958,
        "role": "supervisor",
        "round": 29,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.706,
        "staff_buffer": 0.03,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs30:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs30:Buyer:signal",
          "evidence": "Round 30: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs30:Buyer:state",
          "evidence": "Round 30: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "guarded",
          "observation": "customers:43.142|served:43.142|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs30:Buyer:act",
          "evidence": "Round 30: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs30:Buyer:clear",
          "evidence": "Round 30: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs30:Buyer:inventory_guard",
          "evidence": "Round 30: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs30:Buyer:staff_guard",
          "evidence": "Round 30: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs30:Buyer:payoff",
          "evidence": "Round 30: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs30:Buyer:learner",
          "evidence": "Round 30: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.099|reorder_target_total:82.416|staff_forecast:45.708|staff_buffer:0.005",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0428,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.295,
        "role": "inventory",
        "round": 30,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.708,
        "staff_buffer": 0.005,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs30:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs30:Scheduler:signal",
          "evidence": "Round 30: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs30:Scheduler:state",
          "evidence": "Round 30: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "guarded",
          "observation": "customers:43.142|served:43.142|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs30:Scheduler:act",
          "evidence": "Round 30: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs30:Scheduler:clear",
          "evidence": "Round 30: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs30:Scheduler:inventory_guard",
          "evidence": "Round 30: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs30:Scheduler:staff_guard",
          "evidence": "Round 30: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs30:Scheduler:payoff",
          "evidence": "Round 30: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs30:Scheduler:learner",
          "evidence": "Round 30: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.099|reorder_target_total:82.416|staff_forecast:45.708|staff_buffer:0.005",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0428,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.295,
        "role": "staffing",
        "round": 30,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.708,
        "staff_buffer": 0.005,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs30:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs30:Clerk:signal",
          "evidence": "Round 30: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs30:Clerk:state",
          "evidence": "Round 30: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "guarded",
          "observation": "customers:43.142|served:43.142|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs30:Clerk:act",
          "evidence": "Round 30: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs30:Clerk:clear",
          "evidence": "Round 30: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs30:Clerk:inventory_guard",
          "evidence": "Round 30: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs30:Clerk:staff_guard",
          "evidence": "Round 30: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs30:Clerk:payoff",
          "evidence": "Round 30: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs30:Clerk:learner",
          "evidence": "Round 30: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.099|reorder_target_total:82.416|staff_forecast:45.708|staff_buffer:0.005",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0428,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.295,
        "role": "checkout",
        "round": 30,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.708,
        "staff_buffer": 0.005,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs30:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs30:Supervisor:signal",
          "evidence": "Round 30: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs30:Supervisor:state",
          "evidence": "Round 30: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "guarded",
          "observation": "customers:43.142|served:43.142|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs30:Supervisor:act",
          "evidence": "Round 30: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs30:Supervisor:clear",
          "evidence": "Round 30: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs30:Supervisor:inventory_guard",
          "evidence": "Round 30: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs30:Supervisor:staff_guard",
          "evidence": "Round 30: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs30:Supervisor:payoff",
          "evidence": "Round 30: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs30:Supervisor:learner",
          "evidence": "Round 30: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.14 customer-unit demand, served 43.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 26.30. The online learner now forecasts 46.10 customer-units, targets 82.42 reorder units, and carries staffing buffer 0.01.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.099|reorder_target_total:82.416|staff_forecast:45.708|staff_buffer:0.005",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0428,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.295,
        "role": "supervisor",
        "round": 30,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.708,
        "staff_buffer": 0.005,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs31:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs31:Buyer:signal",
          "evidence": "Round 31: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs31:Buyer:state",
          "evidence": "Round 31: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:44.96|served:44.96|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs31:Buyer:act",
          "evidence": "Round 31: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs31:Buyer:clear",
          "evidence": "Round 31: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs31:Buyer:inventory_guard",
          "evidence": "Round 31: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs31:Buyer:staff_guard",
          "evidence": "Round 31: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs31:Buyer:payoff",
          "evidence": "Round 31: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs31:Buyer:learner",
          "evidence": "Round 31: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.825|reorder_target_total:82.208|staff_forecast:45.499|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0409,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.114,
        "role": "inventory",
        "round": 31,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.499,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs31:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs31:Scheduler:signal",
          "evidence": "Round 31: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs31:Scheduler:state",
          "evidence": "Round 31: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:44.96|served:44.96|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs31:Scheduler:act",
          "evidence": "Round 31: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs31:Scheduler:clear",
          "evidence": "Round 31: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs31:Scheduler:inventory_guard",
          "evidence": "Round 31: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs31:Scheduler:staff_guard",
          "evidence": "Round 31: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs31:Scheduler:payoff",
          "evidence": "Round 31: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs31:Scheduler:learner",
          "evidence": "Round 31: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.825|reorder_target_total:82.208|staff_forecast:45.499|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0409,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.114,
        "role": "staffing",
        "round": 31,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.499,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs31:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs31:Clerk:signal",
          "evidence": "Round 31: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs31:Clerk:state",
          "evidence": "Round 31: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:44.96|served:44.96|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs31:Clerk:act",
          "evidence": "Round 31: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs31:Clerk:clear",
          "evidence": "Round 31: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs31:Clerk:inventory_guard",
          "evidence": "Round 31: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs31:Clerk:staff_guard",
          "evidence": "Round 31: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs31:Clerk:payoff",
          "evidence": "Round 31: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs31:Clerk:learner",
          "evidence": "Round 31: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.825|reorder_target_total:82.208|staff_forecast:45.499|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0409,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.114,
        "role": "checkout",
        "round": 31,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.499,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs31:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs31:Supervisor:signal",
          "evidence": "Round 31: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs31:Supervisor:state",
          "evidence": "Round 31: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:44.96|served:44.96|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs31:Supervisor:act",
          "evidence": "Round 31: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs31:Supervisor:clear",
          "evidence": "Round 31: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs31:Supervisor:inventory_guard",
          "evidence": "Round 31: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs31:Supervisor:staff_guard",
          "evidence": "Round 31: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs31:Supervisor:payoff",
          "evidence": "Round 31: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs31:Supervisor:learner",
          "evidence": "Round 31: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.11. The online learner now forecasts 45.82 customer-units, targets 82.21 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.825|reorder_target_total:82.208|staff_forecast:45.499|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0409,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.114,
        "role": "supervisor",
        "round": 31,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.499,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs32:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs32:Buyer:signal",
          "evidence": "Round 32: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs32:Buyer:state",
          "evidence": "Round 32: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:48.61|served:48.61|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs32:Buyer:act",
          "evidence": "Round 32: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs32:Buyer:clear",
          "evidence": "Round 32: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs32:Buyer:inventory_guard",
          "evidence": "Round 32: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs32:Buyer:staff_guard",
          "evidence": "Round 32: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs32:Buyer:payoff",
          "evidence": "Round 32: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs32:Buyer:learner",
          "evidence": "Round 32: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.493|reorder_target_total:82.034|staff_forecast:46.370|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0441,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.639,
        "role": "inventory",
        "round": 32,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.37,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs32:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs32:Scheduler:signal",
          "evidence": "Round 32: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs32:Scheduler:state",
          "evidence": "Round 32: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:48.61|served:48.61|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs32:Scheduler:act",
          "evidence": "Round 32: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs32:Scheduler:clear",
          "evidence": "Round 32: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs32:Scheduler:inventory_guard",
          "evidence": "Round 32: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs32:Scheduler:staff_guard",
          "evidence": "Round 32: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs32:Scheduler:payoff",
          "evidence": "Round 32: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs32:Scheduler:learner",
          "evidence": "Round 32: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.493|reorder_target_total:82.034|staff_forecast:46.370|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0441,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.639,
        "role": "staffing",
        "round": 32,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.37,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs32:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs32:Clerk:signal",
          "evidence": "Round 32: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs32:Clerk:state",
          "evidence": "Round 32: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:48.61|served:48.61|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs32:Clerk:act",
          "evidence": "Round 32: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs32:Clerk:clear",
          "evidence": "Round 32: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs32:Clerk:inventory_guard",
          "evidence": "Round 32: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs32:Clerk:staff_guard",
          "evidence": "Round 32: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs32:Clerk:payoff",
          "evidence": "Round 32: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs32:Clerk:learner",
          "evidence": "Round 32: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.493|reorder_target_total:82.034|staff_forecast:46.370|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0441,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.639,
        "role": "checkout",
        "round": 32,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.37,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs32:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs32:Supervisor:signal",
          "evidence": "Round 32: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs32:Supervisor:state",
          "evidence": "Round 32: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:48.61|served:48.61|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs32:Supervisor:act",
          "evidence": "Round 32: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs32:Supervisor:clear",
          "evidence": "Round 32: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs32:Supervisor:inventory_guard",
          "evidence": "Round 32: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs32:Supervisor:staff_guard",
          "evidence": "Round 32: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs32:Supervisor:payoff",
          "evidence": "Round 32: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs32:Supervisor:learner",
          "evidence": "Round 32: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 43.64. The online learner now forecasts 46.49 customer-units, targets 82.03 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.493|reorder_target_total:82.034|staff_forecast:46.370|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0441,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.639,
        "role": "supervisor",
        "round": 32,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.37,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs33:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs33:Buyer:signal",
          "evidence": "Round 33: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs33:Buyer:state",
          "evidence": "Round 33: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:56.525|served:56.525|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs33:Buyer:act",
          "evidence": "Round 33: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs33:Buyer:clear",
          "evidence": "Round 33: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs33:Buyer:inventory_guard",
          "evidence": "Round 33: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs33:Buyer:staff_guard",
          "evidence": "Round 33: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs33:Buyer:payoff",
          "evidence": "Round 33: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs33:Buyer:learner",
          "evidence": "Round 33: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.900|reorder_target_total:81.948|staff_forecast:49.213|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0451,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 75.571,
        "role": "inventory",
        "round": 33,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.213,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs33:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs33:Scheduler:signal",
          "evidence": "Round 33: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs33:Scheduler:state",
          "evidence": "Round 33: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:56.525|served:56.525|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs33:Scheduler:act",
          "evidence": "Round 33: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs33:Scheduler:clear",
          "evidence": "Round 33: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs33:Scheduler:inventory_guard",
          "evidence": "Round 33: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs33:Scheduler:staff_guard",
          "evidence": "Round 33: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs33:Scheduler:payoff",
          "evidence": "Round 33: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs33:Scheduler:learner",
          "evidence": "Round 33: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.900|reorder_target_total:81.948|staff_forecast:49.213|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0451,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 75.571,
        "role": "staffing",
        "round": 33,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.213,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs33:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs33:Clerk:signal",
          "evidence": "Round 33: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs33:Clerk:state",
          "evidence": "Round 33: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:56.525|served:56.525|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs33:Clerk:act",
          "evidence": "Round 33: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs33:Clerk:clear",
          "evidence": "Round 33: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs33:Clerk:inventory_guard",
          "evidence": "Round 33: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs33:Clerk:staff_guard",
          "evidence": "Round 33: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs33:Clerk:payoff",
          "evidence": "Round 33: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs33:Clerk:learner",
          "evidence": "Round 33: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.900|reorder_target_total:81.948|staff_forecast:49.213|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0451,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 75.571,
        "role": "checkout",
        "round": 33,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.213,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs33:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs33:Supervisor:signal",
          "evidence": "Round 33: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs33:Supervisor:state",
          "evidence": "Round 33: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:56.525|served:56.525|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs33:Supervisor:act",
          "evidence": "Round 33: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs33:Supervisor:clear",
          "evidence": "Round 33: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs33:Supervisor:inventory_guard",
          "evidence": "Round 33: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs33:Supervisor:staff_guard",
          "evidence": "Round 33: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs33:Supervisor:payoff",
          "evidence": "Round 33: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs33:Supervisor:learner",
          "evidence": "Round 33: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.52 customer-unit demand, served 56.52, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.05, and earned profit 75.57. The online learner now forecasts 48.90 customer-units, targets 81.95 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.900|reorder_target_total:81.948|staff_forecast:49.213|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0451,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 75.571,
        "role": "supervisor",
        "round": 33,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.213,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs34:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs34:Buyer:signal",
          "evidence": "Round 34: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs34:Buyer:state",
          "evidence": "Round 34: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:53.82|served:53.82|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs34:Buyer:act",
          "evidence": "Round 34: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs34:Buyer:clear",
          "evidence": "Round 34: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs34:Buyer:inventory_guard",
          "evidence": "Round 34: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs34:Buyer:staff_guard",
          "evidence": "Round 34: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs34:Buyer:payoff",
          "evidence": "Round 34: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs34:Buyer:learner",
          "evidence": "Round 34: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.082|reorder_target_total:81.897|staff_forecast:50.503|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0416,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.648,
        "role": "inventory",
        "round": 34,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.503,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs34:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs34:Scheduler:signal",
          "evidence": "Round 34: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs34:Scheduler:state",
          "evidence": "Round 34: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:53.82|served:53.82|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs34:Scheduler:act",
          "evidence": "Round 34: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs34:Scheduler:clear",
          "evidence": "Round 34: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs34:Scheduler:inventory_guard",
          "evidence": "Round 34: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs34:Scheduler:staff_guard",
          "evidence": "Round 34: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs34:Scheduler:payoff",
          "evidence": "Round 34: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs34:Scheduler:learner",
          "evidence": "Round 34: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.082|reorder_target_total:81.897|staff_forecast:50.503|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0416,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.648,
        "role": "staffing",
        "round": 34,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.503,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs34:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs34:Clerk:signal",
          "evidence": "Round 34: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs34:Clerk:state",
          "evidence": "Round 34: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:53.82|served:53.82|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs34:Clerk:act",
          "evidence": "Round 34: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs34:Clerk:clear",
          "evidence": "Round 34: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs34:Clerk:inventory_guard",
          "evidence": "Round 34: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs34:Clerk:staff_guard",
          "evidence": "Round 34: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs34:Clerk:payoff",
          "evidence": "Round 34: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs34:Clerk:learner",
          "evidence": "Round 34: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.082|reorder_target_total:81.897|staff_forecast:50.503|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0416,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.648,
        "role": "checkout",
        "round": 34,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.503,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs34:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs34:Supervisor:signal",
          "evidence": "Round 34: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs34:Supervisor:state",
          "evidence": "Round 34: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:53.82|served:53.82|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs34:Supervisor:act",
          "evidence": "Round 34: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs34:Supervisor:clear",
          "evidence": "Round 34: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs34:Supervisor:inventory_guard",
          "evidence": "Round 34: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs34:Supervisor:staff_guard",
          "evidence": "Round 34: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs34:Supervisor:payoff",
          "evidence": "Round 34: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs34:Supervisor:learner",
          "evidence": "Round 34: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 65.65. The online learner now forecasts 50.08 customer-units, targets 81.90 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.082|reorder_target_total:81.897|staff_forecast:50.503|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0416,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.648,
        "role": "supervisor",
        "round": 34,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.503,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs35:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs35:Buyer:signal",
          "evidence": "Round 35: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs35:Buyer:state",
          "evidence": "Round 35: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.862|served:41.862|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs35:Buyer:act",
          "evidence": "Round 35: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs35:Buyer:clear",
          "evidence": "Round 35: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs35:Buyer:inventory_guard",
          "evidence": "Round 35: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs35:Buyer:staff_guard",
          "evidence": "Round 35: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs35:Buyer:payoff",
          "evidence": "Round 35: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs35:Buyer:learner",
          "evidence": "Round 35: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.110|reorder_target_total:81.723|staff_forecast:48.084|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0409,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.563,
        "role": "inventory",
        "round": 35,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.084,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs35:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs35:Scheduler:signal",
          "evidence": "Round 35: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs35:Scheduler:state",
          "evidence": "Round 35: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.862|served:41.862|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs35:Scheduler:act",
          "evidence": "Round 35: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs35:Scheduler:clear",
          "evidence": "Round 35: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs35:Scheduler:inventory_guard",
          "evidence": "Round 35: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs35:Scheduler:staff_guard",
          "evidence": "Round 35: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs35:Scheduler:payoff",
          "evidence": "Round 35: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs35:Scheduler:learner",
          "evidence": "Round 35: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.110|reorder_target_total:81.723|staff_forecast:48.084|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0409,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.563,
        "role": "staffing",
        "round": 35,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.084,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs35:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs35:Clerk:signal",
          "evidence": "Round 35: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs35:Clerk:state",
          "evidence": "Round 35: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.862|served:41.862|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs35:Clerk:act",
          "evidence": "Round 35: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs35:Clerk:clear",
          "evidence": "Round 35: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs35:Clerk:inventory_guard",
          "evidence": "Round 35: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs35:Clerk:staff_guard",
          "evidence": "Round 35: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs35:Clerk:payoff",
          "evidence": "Round 35: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs35:Clerk:learner",
          "evidence": "Round 35: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.110|reorder_target_total:81.723|staff_forecast:48.084|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0409,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.563,
        "role": "checkout",
        "round": 35,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.084,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs35:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs35:Supervisor:signal",
          "evidence": "Round 35: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs35:Supervisor:state",
          "evidence": "Round 35: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.862|served:41.862|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs35:Supervisor:act",
          "evidence": "Round 35: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs35:Supervisor:clear",
          "evidence": "Round 35: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs35:Supervisor:inventory_guard",
          "evidence": "Round 35: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs35:Supervisor:staff_guard",
          "evidence": "Round 35: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs35:Supervisor:payoff",
          "evidence": "Round 35: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs35:Supervisor:learner",
          "evidence": "Round 35: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.86 customer-unit demand, served 41.86, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 20.56. The online learner now forecasts 48.11 customer-units, targets 81.72 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.110|reorder_target_total:81.723|staff_forecast:48.084|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0409,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.563,
        "role": "supervisor",
        "round": 35,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.084,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs36:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs36:Buyer:signal",
          "evidence": "Round 36: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs36:Buyer:state",
          "evidence": "Round 36: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:48.998|served:48.998|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs36:Buyer:act",
          "evidence": "Round 36: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs36:Buyer:clear",
          "evidence": "Round 36: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs36:Buyer:inventory_guard",
          "evidence": "Round 36: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs36:Buyer:staff_guard",
          "evidence": "Round 36: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs36:Buyer:payoff",
          "evidence": "Round 36: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs36:Buyer:learner",
          "evidence": "Round 36: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.323|reorder_target_total:81.626|staff_forecast:48.340|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0383,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 50.578,
        "role": "inventory",
        "round": 36,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.34,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs36:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs36:Scheduler:signal",
          "evidence": "Round 36: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs36:Scheduler:state",
          "evidence": "Round 36: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:48.998|served:48.998|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs36:Scheduler:act",
          "evidence": "Round 36: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs36:Scheduler:clear",
          "evidence": "Round 36: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs36:Scheduler:inventory_guard",
          "evidence": "Round 36: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs36:Scheduler:staff_guard",
          "evidence": "Round 36: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs36:Scheduler:payoff",
          "evidence": "Round 36: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs36:Scheduler:learner",
          "evidence": "Round 36: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.323|reorder_target_total:81.626|staff_forecast:48.340|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0383,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 50.578,
        "role": "staffing",
        "round": 36,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.34,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs36:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs36:Clerk:signal",
          "evidence": "Round 36: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs36:Clerk:state",
          "evidence": "Round 36: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:48.998|served:48.998|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs36:Clerk:act",
          "evidence": "Round 36: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs36:Clerk:clear",
          "evidence": "Round 36: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs36:Clerk:inventory_guard",
          "evidence": "Round 36: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs36:Clerk:staff_guard",
          "evidence": "Round 36: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs36:Clerk:payoff",
          "evidence": "Round 36: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs36:Clerk:learner",
          "evidence": "Round 36: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.323|reorder_target_total:81.626|staff_forecast:48.340|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0383,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 50.578,
        "role": "checkout",
        "round": 36,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.34,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs36:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs36:Supervisor:signal",
          "evidence": "Round 36: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs36:Supervisor:state",
          "evidence": "Round 36: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:48.998|served:48.998|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs36:Supervisor:act",
          "evidence": "Round 36: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs36:Supervisor:clear",
          "evidence": "Round 36: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs36:Supervisor:inventory_guard",
          "evidence": "Round 36: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs36:Supervisor:staff_guard",
          "evidence": "Round 36: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs36:Supervisor:payoff",
          "evidence": "Round 36: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs36:Supervisor:learner",
          "evidence": "Round 36: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.00 customer-unit demand, served 49.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 50.58. The online learner now forecasts 48.32 customer-units, targets 81.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.323|reorder_target_total:81.626|staff_forecast:48.340|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0383,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 50.578,
        "role": "supervisor",
        "round": 36,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.34,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs37:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs37:Buyer:signal",
          "evidence": "Round 37: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs37:Buyer:state",
          "evidence": "Round 37: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.089|served:52.089|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs37:Buyer:act",
          "evidence": "Round 37: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs37:Buyer:clear",
          "evidence": "Round 37: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs37:Buyer:inventory_guard",
          "evidence": "Round 37: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs37:Buyer:staff_guard",
          "evidence": "Round 37: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs37:Buyer:payoff",
          "evidence": "Round 37: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs37:Buyer:learner",
          "evidence": "Round 37: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.227|reorder_target_total:81.518|staff_forecast:49.390|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0385,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 58.567,
        "role": "inventory",
        "round": 37,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.39,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs37:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs37:Scheduler:signal",
          "evidence": "Round 37: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs37:Scheduler:state",
          "evidence": "Round 37: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.089|served:52.089|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs37:Scheduler:act",
          "evidence": "Round 37: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs37:Scheduler:clear",
          "evidence": "Round 37: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs37:Scheduler:inventory_guard",
          "evidence": "Round 37: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs37:Scheduler:staff_guard",
          "evidence": "Round 37: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs37:Scheduler:payoff",
          "evidence": "Round 37: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs37:Scheduler:learner",
          "evidence": "Round 37: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.227|reorder_target_total:81.518|staff_forecast:49.390|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0385,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 58.567,
        "role": "staffing",
        "round": 37,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.39,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs37:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs37:Clerk:signal",
          "evidence": "Round 37: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs37:Clerk:state",
          "evidence": "Round 37: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.089|served:52.089|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs37:Clerk:act",
          "evidence": "Round 37: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs37:Clerk:clear",
          "evidence": "Round 37: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs37:Clerk:inventory_guard",
          "evidence": "Round 37: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs37:Clerk:staff_guard",
          "evidence": "Round 37: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs37:Clerk:payoff",
          "evidence": "Round 37: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs37:Clerk:learner",
          "evidence": "Round 37: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.227|reorder_target_total:81.518|staff_forecast:49.390|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0385,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 58.567,
        "role": "checkout",
        "round": 37,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.39,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs37:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs37:Supervisor:signal",
          "evidence": "Round 37: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs37:Supervisor:state",
          "evidence": "Round 37: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.089|served:52.089|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs37:Supervisor:act",
          "evidence": "Round 37: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs37:Supervisor:clear",
          "evidence": "Round 37: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs37:Supervisor:inventory_guard",
          "evidence": "Round 37: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs37:Supervisor:staff_guard",
          "evidence": "Round 37: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs37:Supervisor:payoff",
          "evidence": "Round 37: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs37:Supervisor:learner",
          "evidence": "Round 37: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.09 customer-unit demand, served 52.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 58.57. The online learner now forecasts 49.23 customer-units, targets 81.52 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.227|reorder_target_total:81.518|staff_forecast:49.390|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0385,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 58.567,
        "role": "supervisor",
        "round": 37,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.39,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs38:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs38:Buyer:signal",
          "evidence": "Round 38: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs38:Buyer:state",
          "evidence": "Round 38: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:43.878|served:43.878|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs38:Buyer:act",
          "evidence": "Round 38: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs38:Buyer:clear",
          "evidence": "Round 38: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs38:Buyer:inventory_guard",
          "evidence": "Round 38: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs38:Buyer:staff_guard",
          "evidence": "Round 38: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs38:Buyer:payoff",
          "evidence": "Round 38: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs38:Buyer:learner",
          "evidence": "Round 38: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.943|reorder_target_total:81.369|staff_forecast:47.847|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0358,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.241,
        "role": "inventory",
        "round": 38,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.847,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs38:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs38:Scheduler:signal",
          "evidence": "Round 38: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs38:Scheduler:state",
          "evidence": "Round 38: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:43.878|served:43.878|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs38:Scheduler:act",
          "evidence": "Round 38: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs38:Scheduler:clear",
          "evidence": "Round 38: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs38:Scheduler:inventory_guard",
          "evidence": "Round 38: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs38:Scheduler:staff_guard",
          "evidence": "Round 38: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs38:Scheduler:payoff",
          "evidence": "Round 38: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs38:Scheduler:learner",
          "evidence": "Round 38: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.943|reorder_target_total:81.369|staff_forecast:47.847|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0358,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.241,
        "role": "staffing",
        "round": 38,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.847,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs38:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs38:Clerk:signal",
          "evidence": "Round 38: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs38:Clerk:state",
          "evidence": "Round 38: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:43.878|served:43.878|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs38:Clerk:act",
          "evidence": "Round 38: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs38:Clerk:clear",
          "evidence": "Round 38: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs38:Clerk:inventory_guard",
          "evidence": "Round 38: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs38:Clerk:staff_guard",
          "evidence": "Round 38: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs38:Clerk:payoff",
          "evidence": "Round 38: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs38:Clerk:learner",
          "evidence": "Round 38: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.943|reorder_target_total:81.369|staff_forecast:47.847|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0358,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.241,
        "role": "checkout",
        "round": 38,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.847,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs38:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs38:Supervisor:signal",
          "evidence": "Round 38: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs38:Supervisor:state",
          "evidence": "Round 38: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:43.878|served:43.878|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs38:Supervisor:act",
          "evidence": "Round 38: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs38:Supervisor:clear",
          "evidence": "Round 38: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs38:Supervisor:inventory_guard",
          "evidence": "Round 38: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs38:Supervisor:staff_guard",
          "evidence": "Round 38: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs38:Supervisor:payoff",
          "evidence": "Round 38: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs38:Supervisor:learner",
          "evidence": "Round 38: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.88 customer-unit demand, served 43.88, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.24. The online learner now forecasts 47.94 customer-units, targets 81.37 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.943|reorder_target_total:81.369|staff_forecast:47.847|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0358,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.241,
        "role": "supervisor",
        "round": 38,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.847,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs39:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs39:Buyer:signal",
          "evidence": "Round 39: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs39:Buyer:state",
          "evidence": "Round 39: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.167|served:44.167|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs39:Buyer:act",
          "evidence": "Round 39: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs39:Buyer:clear",
          "evidence": "Round 39: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs39:Buyer:inventory_guard",
          "evidence": "Round 39: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs39:Buyer:staff_guard",
          "evidence": "Round 39: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs39:Buyer:payoff",
          "evidence": "Round 39: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs39:Buyer:learner",
          "evidence": "Round 39: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.036|reorder_target_total:81.212|staff_forecast:46.817|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0368,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.868,
        "role": "inventory",
        "round": 39,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.817,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs39:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs39:Scheduler:signal",
          "evidence": "Round 39: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs39:Scheduler:state",
          "evidence": "Round 39: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.167|served:44.167|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs39:Scheduler:act",
          "evidence": "Round 39: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs39:Scheduler:clear",
          "evidence": "Round 39: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs39:Scheduler:inventory_guard",
          "evidence": "Round 39: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs39:Scheduler:staff_guard",
          "evidence": "Round 39: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs39:Scheduler:payoff",
          "evidence": "Round 39: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs39:Scheduler:learner",
          "evidence": "Round 39: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.036|reorder_target_total:81.212|staff_forecast:46.817|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0368,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.868,
        "role": "staffing",
        "round": 39,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.817,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs39:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs39:Clerk:signal",
          "evidence": "Round 39: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs39:Clerk:state",
          "evidence": "Round 39: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.167|served:44.167|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs39:Clerk:act",
          "evidence": "Round 39: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs39:Clerk:clear",
          "evidence": "Round 39: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs39:Clerk:inventory_guard",
          "evidence": "Round 39: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs39:Clerk:staff_guard",
          "evidence": "Round 39: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs39:Clerk:payoff",
          "evidence": "Round 39: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs39:Clerk:learner",
          "evidence": "Round 39: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.036|reorder_target_total:81.212|staff_forecast:46.817|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0368,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.868,
        "role": "checkout",
        "round": 39,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.817,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs39:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs39:Supervisor:signal",
          "evidence": "Round 39: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs39:Supervisor:state",
          "evidence": "Round 39: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.167|served:44.167|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs39:Supervisor:act",
          "evidence": "Round 39: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs39:Supervisor:clear",
          "evidence": "Round 39: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs39:Supervisor:inventory_guard",
          "evidence": "Round 39: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs39:Supervisor:staff_guard",
          "evidence": "Round 39: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs39:Supervisor:payoff",
          "evidence": "Round 39: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs39:Supervisor:learner",
          "evidence": "Round 39: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.87. The online learner now forecasts 47.04 customer-units, targets 81.21 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.036|reorder_target_total:81.212|staff_forecast:46.817|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0368,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.868,
        "role": "supervisor",
        "round": 39,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.817,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs40:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs40:Buyer:signal",
          "evidence": "Round 40: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs40:Buyer:state",
          "evidence": "Round 40: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:58.086|served:58.086|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs40:Buyer:act",
          "evidence": "Round 40: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs40:Buyer:clear",
          "evidence": "Round 40: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs40:Buyer:inventory_guard",
          "evidence": "Round 40: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs40:Buyer:staff_guard",
          "evidence": "Round 40: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs40:Buyer:payoff",
          "evidence": "Round 40: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs40:Buyer:learner",
          "evidence": "Round 40: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.688|reorder_target_total:81.160|staff_forecast:49.972|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0404,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.687,
        "role": "inventory",
        "round": 40,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.972,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs40:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs40:Scheduler:signal",
          "evidence": "Round 40: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs40:Scheduler:state",
          "evidence": "Round 40: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:58.086|served:58.086|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs40:Scheduler:act",
          "evidence": "Round 40: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs40:Scheduler:clear",
          "evidence": "Round 40: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs40:Scheduler:inventory_guard",
          "evidence": "Round 40: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs40:Scheduler:staff_guard",
          "evidence": "Round 40: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs40:Scheduler:payoff",
          "evidence": "Round 40: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs40:Scheduler:learner",
          "evidence": "Round 40: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.688|reorder_target_total:81.160|staff_forecast:49.972|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0404,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.687,
        "role": "staffing",
        "round": 40,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.972,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs40:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs40:Clerk:signal",
          "evidence": "Round 40: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs40:Clerk:state",
          "evidence": "Round 40: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:58.086|served:58.086|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs40:Clerk:act",
          "evidence": "Round 40: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs40:Clerk:clear",
          "evidence": "Round 40: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs40:Clerk:inventory_guard",
          "evidence": "Round 40: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs40:Clerk:staff_guard",
          "evidence": "Round 40: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs40:Clerk:payoff",
          "evidence": "Round 40: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs40:Clerk:learner",
          "evidence": "Round 40: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.688|reorder_target_total:81.160|staff_forecast:49.972|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0404,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.687,
        "role": "checkout",
        "round": 40,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.972,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs40:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs40:Supervisor:signal",
          "evidence": "Round 40: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs40:Supervisor:state",
          "evidence": "Round 40: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:58.086|served:58.086|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs40:Supervisor:act",
          "evidence": "Round 40: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs40:Supervisor:clear",
          "evidence": "Round 40: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs40:Supervisor:inventory_guard",
          "evidence": "Round 40: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs40:Supervisor:staff_guard",
          "evidence": "Round 40: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs40:Supervisor:payoff",
          "evidence": "Round 40: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs40:Supervisor:learner",
          "evidence": "Round 40: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.09 customer-unit demand, served 58.09, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 84.69. The online learner now forecasts 49.69 customer-units, targets 81.16 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.688|reorder_target_total:81.160|staff_forecast:49.972|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0404,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.687,
        "role": "supervisor",
        "round": 40,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.972,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs41:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs41:Buyer:signal",
          "evidence": "Round 41: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs41:Buyer:state",
          "evidence": "Round 41: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.762|served:53.762|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs41:Buyer:act",
          "evidence": "Round 41: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs41:Buyer:clear",
          "evidence": "Round 41: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs41:Buyer:inventory_guard",
          "evidence": "Round 41: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs41:Buyer:staff_guard",
          "evidence": "Round 41: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs41:Buyer:payoff",
          "evidence": "Round 41: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs41:Buyer:learner",
          "evidence": "Round 41: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.666|reorder_target_total:81.105|staff_forecast:51.033|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0398,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 63.792,
        "role": "inventory",
        "round": 41,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.033,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs41:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs41:Scheduler:signal",
          "evidence": "Round 41: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs41:Scheduler:state",
          "evidence": "Round 41: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.762|served:53.762|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs41:Scheduler:act",
          "evidence": "Round 41: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs41:Scheduler:clear",
          "evidence": "Round 41: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs41:Scheduler:inventory_guard",
          "evidence": "Round 41: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs41:Scheduler:staff_guard",
          "evidence": "Round 41: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs41:Scheduler:payoff",
          "evidence": "Round 41: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs41:Scheduler:learner",
          "evidence": "Round 41: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.666|reorder_target_total:81.105|staff_forecast:51.033|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0398,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 63.792,
        "role": "staffing",
        "round": 41,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.033,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs41:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs41:Clerk:signal",
          "evidence": "Round 41: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs41:Clerk:state",
          "evidence": "Round 41: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.762|served:53.762|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs41:Clerk:act",
          "evidence": "Round 41: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs41:Clerk:clear",
          "evidence": "Round 41: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs41:Clerk:inventory_guard",
          "evidence": "Round 41: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs41:Clerk:staff_guard",
          "evidence": "Round 41: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs41:Clerk:payoff",
          "evidence": "Round 41: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs41:Clerk:learner",
          "evidence": "Round 41: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.666|reorder_target_total:81.105|staff_forecast:51.033|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0398,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 63.792,
        "role": "checkout",
        "round": 41,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.033,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs41:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs41:Supervisor:signal",
          "evidence": "Round 41: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs41:Supervisor:state",
          "evidence": "Round 41: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.762|served:53.762|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs41:Supervisor:act",
          "evidence": "Round 41: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs41:Supervisor:clear",
          "evidence": "Round 41: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs41:Supervisor:inventory_guard",
          "evidence": "Round 41: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs41:Supervisor:staff_guard",
          "evidence": "Round 41: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs41:Supervisor:payoff",
          "evidence": "Round 41: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs41:Supervisor:learner",
          "evidence": "Round 41: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.76 customer-unit demand, served 53.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 63.79. The online learner now forecasts 50.67 customer-units, targets 81.11 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.666|reorder_target_total:81.105|staff_forecast:51.033|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0398,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 63.792,
        "role": "supervisor",
        "round": 41,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.033,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs42:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs42:Buyer:signal",
          "evidence": "Round 42: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs42:Buyer:state",
          "evidence": "Round 42: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:49.39|served:49.39|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs42:Buyer:act",
          "evidence": "Round 42: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs42:Buyer:clear",
          "evidence": "Round 42: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs42:Buyer:inventory_guard",
          "evidence": "Round 42: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs42:Buyer:staff_guard",
          "evidence": "Round 42: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs42:Buyer:payoff",
          "evidence": "Round 42: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs42:Buyer:learner",
          "evidence": "Round 42: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.360|reorder_target_total:81.024|staff_forecast:50.573|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0355,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.946,
        "role": "inventory",
        "round": 42,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.573,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs42:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs42:Scheduler:signal",
          "evidence": "Round 42: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs42:Scheduler:state",
          "evidence": "Round 42: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:49.39|served:49.39|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs42:Scheduler:act",
          "evidence": "Round 42: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs42:Scheduler:clear",
          "evidence": "Round 42: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs42:Scheduler:inventory_guard",
          "evidence": "Round 42: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs42:Scheduler:staff_guard",
          "evidence": "Round 42: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs42:Scheduler:payoff",
          "evidence": "Round 42: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs42:Scheduler:learner",
          "evidence": "Round 42: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.360|reorder_target_total:81.024|staff_forecast:50.573|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0355,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.946,
        "role": "staffing",
        "round": 42,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.573,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs42:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs42:Clerk:signal",
          "evidence": "Round 42: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs42:Clerk:state",
          "evidence": "Round 42: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:49.39|served:49.39|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs42:Clerk:act",
          "evidence": "Round 42: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs42:Clerk:clear",
          "evidence": "Round 42: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs42:Clerk:inventory_guard",
          "evidence": "Round 42: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs42:Clerk:staff_guard",
          "evidence": "Round 42: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs42:Clerk:payoff",
          "evidence": "Round 42: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs42:Clerk:learner",
          "evidence": "Round 42: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.360|reorder_target_total:81.024|staff_forecast:50.573|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0355,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.946,
        "role": "checkout",
        "round": 42,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.573,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs42:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs42:Supervisor:signal",
          "evidence": "Round 42: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs42:Supervisor:state",
          "evidence": "Round 42: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:49.39|served:49.39|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs42:Supervisor:act",
          "evidence": "Round 42: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs42:Supervisor:clear",
          "evidence": "Round 42: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs42:Supervisor:inventory_guard",
          "evidence": "Round 42: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs42:Supervisor:staff_guard",
          "evidence": "Round 42: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs42:Supervisor:payoff",
          "evidence": "Round 42: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs42:Supervisor:learner",
          "evidence": "Round 42: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.39 customer-unit demand, served 49.39, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.95. The online learner now forecasts 50.36 customer-units, targets 81.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.360|reorder_target_total:81.024|staff_forecast:50.573|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0355,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.946,
        "role": "supervisor",
        "round": 42,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.573,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs43:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs43:Buyer:signal",
          "evidence": "Round 43: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs43:Buyer:state",
          "evidence": "Round 43: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:42.177|served:42.177|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs43:Buyer:act",
          "evidence": "Round 43: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs43:Buyer:clear",
          "evidence": "Round 43: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs43:Buyer:inventory_guard",
          "evidence": "Round 43: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs43:Buyer:staff_guard",
          "evidence": "Round 43: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs43:Buyer:payoff",
          "evidence": "Round 43: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs43:Buyer:learner",
          "evidence": "Round 43: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.396|reorder_target_total:80.894|staff_forecast:48.222|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0341,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.665,
        "role": "inventory",
        "round": 43,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.222,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs43:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs43:Scheduler:signal",
          "evidence": "Round 43: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs43:Scheduler:state",
          "evidence": "Round 43: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:42.177|served:42.177|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs43:Scheduler:act",
          "evidence": "Round 43: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs43:Scheduler:clear",
          "evidence": "Round 43: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs43:Scheduler:inventory_guard",
          "evidence": "Round 43: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs43:Scheduler:staff_guard",
          "evidence": "Round 43: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs43:Scheduler:payoff",
          "evidence": "Round 43: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs43:Scheduler:learner",
          "evidence": "Round 43: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.396|reorder_target_total:80.894|staff_forecast:48.222|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0341,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.665,
        "role": "staffing",
        "round": 43,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.222,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs43:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs43:Clerk:signal",
          "evidence": "Round 43: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs43:Clerk:state",
          "evidence": "Round 43: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:42.177|served:42.177|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs43:Clerk:act",
          "evidence": "Round 43: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs43:Clerk:clear",
          "evidence": "Round 43: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs43:Clerk:inventory_guard",
          "evidence": "Round 43: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs43:Clerk:staff_guard",
          "evidence": "Round 43: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs43:Clerk:payoff",
          "evidence": "Round 43: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs43:Clerk:learner",
          "evidence": "Round 43: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.396|reorder_target_total:80.894|staff_forecast:48.222|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0341,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.665,
        "role": "checkout",
        "round": 43,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.222,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs43:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs43:Supervisor:signal",
          "evidence": "Round 43: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs43:Supervisor:state",
          "evidence": "Round 43: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:42.177|served:42.177|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs43:Supervisor:act",
          "evidence": "Round 43: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs43:Supervisor:clear",
          "evidence": "Round 43: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs43:Supervisor:inventory_guard",
          "evidence": "Round 43: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs43:Supervisor:staff_guard",
          "evidence": "Round 43: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs43:Supervisor:payoff",
          "evidence": "Round 43: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs43:Supervisor:learner",
          "evidence": "Round 43: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.18 customer-unit demand, served 42.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.66. The online learner now forecasts 48.40 customer-units, targets 80.89 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.396|reorder_target_total:80.894|staff_forecast:48.222|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0341,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.665,
        "role": "supervisor",
        "round": 43,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.222,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs44:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs44:Buyer:signal",
          "evidence": "Round 44: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs44:Buyer:state",
          "evidence": "Round 44: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:42.814|served:42.814|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs44:Buyer:act",
          "evidence": "Round 44: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs44:Buyer:clear",
          "evidence": "Round 44: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs44:Buyer:inventory_guard",
          "evidence": "Round 44: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs44:Buyer:staff_guard",
          "evidence": "Round 44: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs44:Buyer:payoff",
          "evidence": "Round 44: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs44:Buyer:learner",
          "evidence": "Round 44: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.057|reorder_target_total:80.731|staff_forecast:46.708|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0365,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 21.016,
        "role": "inventory",
        "round": 44,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.708,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs44:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs44:Scheduler:signal",
          "evidence": "Round 44: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs44:Scheduler:state",
          "evidence": "Round 44: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:42.814|served:42.814|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs44:Scheduler:act",
          "evidence": "Round 44: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs44:Scheduler:clear",
          "evidence": "Round 44: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs44:Scheduler:inventory_guard",
          "evidence": "Round 44: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs44:Scheduler:staff_guard",
          "evidence": "Round 44: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs44:Scheduler:payoff",
          "evidence": "Round 44: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs44:Scheduler:learner",
          "evidence": "Round 44: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.057|reorder_target_total:80.731|staff_forecast:46.708|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0365,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 21.016,
        "role": "staffing",
        "round": 44,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.708,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs44:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs44:Clerk:signal",
          "evidence": "Round 44: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs44:Clerk:state",
          "evidence": "Round 44: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:42.814|served:42.814|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs44:Clerk:act",
          "evidence": "Round 44: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs44:Clerk:clear",
          "evidence": "Round 44: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs44:Clerk:inventory_guard",
          "evidence": "Round 44: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs44:Clerk:staff_guard",
          "evidence": "Round 44: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs44:Clerk:payoff",
          "evidence": "Round 44: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs44:Clerk:learner",
          "evidence": "Round 44: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.057|reorder_target_total:80.731|staff_forecast:46.708|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0365,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 21.016,
        "role": "checkout",
        "round": 44,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.708,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs44:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs44:Supervisor:signal",
          "evidence": "Round 44: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs44:Supervisor:state",
          "evidence": "Round 44: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:42.814|served:42.814|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs44:Supervisor:act",
          "evidence": "Round 44: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs44:Supervisor:clear",
          "evidence": "Round 44: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs44:Supervisor:inventory_guard",
          "evidence": "Round 44: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs44:Supervisor:staff_guard",
          "evidence": "Round 44: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs44:Supervisor:payoff",
          "evidence": "Round 44: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs44:Supervisor:learner",
          "evidence": "Round 44: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.81 customer-unit demand, served 42.81, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 21.02. The online learner now forecasts 47.06 customer-units, targets 80.73 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.057|reorder_target_total:80.731|staff_forecast:46.708|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0365,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 21.016,
        "role": "supervisor",
        "round": 44,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.708,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs45:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs45:Buyer:signal",
          "evidence": "Round 45: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs45:Buyer:state",
          "evidence": "Round 45: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:41.775|served:41.775|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs45:Buyer:act",
          "evidence": "Round 45: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs45:Buyer:clear",
          "evidence": "Round 45: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs45:Buyer:inventory_guard",
          "evidence": "Round 45: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs45:Buyer:staff_guard",
          "evidence": "Round 45: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs45:Buyer:payoff",
          "evidence": "Round 45: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs45:Buyer:learner",
          "evidence": "Round 45: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.789|reorder_target_total:80.586|staff_forecast:45.327|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0338,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.044,
        "role": "inventory",
        "round": 45,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.327,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs45:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs45:Scheduler:signal",
          "evidence": "Round 45: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs45:Scheduler:state",
          "evidence": "Round 45: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:41.775|served:41.775|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs45:Scheduler:act",
          "evidence": "Round 45: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs45:Scheduler:clear",
          "evidence": "Round 45: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs45:Scheduler:inventory_guard",
          "evidence": "Round 45: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs45:Scheduler:staff_guard",
          "evidence": "Round 45: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs45:Scheduler:payoff",
          "evidence": "Round 45: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs45:Scheduler:learner",
          "evidence": "Round 45: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.789|reorder_target_total:80.586|staff_forecast:45.327|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0338,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.044,
        "role": "staffing",
        "round": 45,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.327,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs45:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs45:Clerk:signal",
          "evidence": "Round 45: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs45:Clerk:state",
          "evidence": "Round 45: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:41.775|served:41.775|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs45:Clerk:act",
          "evidence": "Round 45: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs45:Clerk:clear",
          "evidence": "Round 45: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs45:Clerk:inventory_guard",
          "evidence": "Round 45: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs45:Clerk:staff_guard",
          "evidence": "Round 45: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs45:Clerk:payoff",
          "evidence": "Round 45: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs45:Clerk:learner",
          "evidence": "Round 45: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.789|reorder_target_total:80.586|staff_forecast:45.327|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0338,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.044,
        "role": "checkout",
        "round": 45,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.327,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs45:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs45:Supervisor:signal",
          "evidence": "Round 45: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs45:Supervisor:state",
          "evidence": "Round 45: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:41.775|served:41.775|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs45:Supervisor:act",
          "evidence": "Round 45: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs45:Supervisor:clear",
          "evidence": "Round 45: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs45:Supervisor:inventory_guard",
          "evidence": "Round 45: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs45:Supervisor:staff_guard",
          "evidence": "Round 45: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs45:Supervisor:payoff",
          "evidence": "Round 45: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs45:Supervisor:learner",
          "evidence": "Round 45: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.77 customer-unit demand, served 41.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.04. The online learner now forecasts 45.79 customer-units, targets 80.59 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.789|reorder_target_total:80.586|staff_forecast:45.327|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0338,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.044,
        "role": "supervisor",
        "round": 45,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.327,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs46:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs46:Buyer:signal",
          "evidence": "Round 46: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs46:Buyer:state",
          "evidence": "Round 46: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:49.172|served:49.172|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs46:Buyer:act",
          "evidence": "Round 46: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs46:Buyer:clear",
          "evidence": "Round 46: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs46:Buyer:inventory_guard",
          "evidence": "Round 46: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs46:Buyer:staff_guard",
          "evidence": "Round 46: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs46:Buyer:payoff",
          "evidence": "Round 46: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs46:Buyer:learner",
          "evidence": "Round 46: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.601|reorder_target_total:80.455|staff_forecast:46.404|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0408,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.483,
        "role": "inventory",
        "round": 46,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.404,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs46:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs46:Scheduler:signal",
          "evidence": "Round 46: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs46:Scheduler:state",
          "evidence": "Round 46: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:49.172|served:49.172|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs46:Scheduler:act",
          "evidence": "Round 46: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs46:Scheduler:clear",
          "evidence": "Round 46: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs46:Scheduler:inventory_guard",
          "evidence": "Round 46: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs46:Scheduler:staff_guard",
          "evidence": "Round 46: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs46:Scheduler:payoff",
          "evidence": "Round 46: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs46:Scheduler:learner",
          "evidence": "Round 46: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.601|reorder_target_total:80.455|staff_forecast:46.404|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0408,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.483,
        "role": "staffing",
        "round": 46,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.404,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs46:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs46:Clerk:signal",
          "evidence": "Round 46: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs46:Clerk:state",
          "evidence": "Round 46: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:49.172|served:49.172|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs46:Clerk:act",
          "evidence": "Round 46: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs46:Clerk:clear",
          "evidence": "Round 46: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs46:Clerk:inventory_guard",
          "evidence": "Round 46: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs46:Clerk:staff_guard",
          "evidence": "Round 46: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs46:Clerk:payoff",
          "evidence": "Round 46: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs46:Clerk:learner",
          "evidence": "Round 46: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.601|reorder_target_total:80.455|staff_forecast:46.404|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0408,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.483,
        "role": "checkout",
        "round": 46,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.404,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs46:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs46:Supervisor:signal",
          "evidence": "Round 46: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs46:Supervisor:state",
          "evidence": "Round 46: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:49.172|served:49.172|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs46:Supervisor:act",
          "evidence": "Round 46: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs46:Supervisor:clear",
          "evidence": "Round 46: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs46:Supervisor:inventory_guard",
          "evidence": "Round 46: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs46:Supervisor:staff_guard",
          "evidence": "Round 46: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs46:Supervisor:payoff",
          "evidence": "Round 46: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs46:Supervisor:learner",
          "evidence": "Round 46: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.17 customer-unit demand, served 49.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 45.48. The online learner now forecasts 46.60 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.601|reorder_target_total:80.455|staff_forecast:46.404|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0408,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.483,
        "role": "supervisor",
        "round": 46,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.404,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs47:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs47:Buyer:signal",
          "evidence": "Round 47: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs47:Buyer:state",
          "evidence": "Round 47: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:63.082|served:63.082|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs47:Buyer:act",
          "evidence": "Round 47: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs47:Buyer:clear",
          "evidence": "Round 47: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs47:Buyer:inventory_guard",
          "evidence": "Round 47: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs47:Buyer:staff_guard",
          "evidence": "Round 47: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs47:Buyer:payoff",
          "evidence": "Round 47: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs47:Buyer:learner",
          "evidence": "Round 47: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.557|reorder_target_total:80.444|staff_forecast:51.074|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0311,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 101.749,
        "role": "inventory",
        "round": 47,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.074,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs47:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs47:Scheduler:signal",
          "evidence": "Round 47: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs47:Scheduler:state",
          "evidence": "Round 47: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:63.082|served:63.082|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs47:Scheduler:act",
          "evidence": "Round 47: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs47:Scheduler:clear",
          "evidence": "Round 47: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs47:Scheduler:inventory_guard",
          "evidence": "Round 47: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs47:Scheduler:staff_guard",
          "evidence": "Round 47: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs47:Scheduler:payoff",
          "evidence": "Round 47: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs47:Scheduler:learner",
          "evidence": "Round 47: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.557|reorder_target_total:80.444|staff_forecast:51.074|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0311,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 101.749,
        "role": "staffing",
        "round": 47,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.074,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs47:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs47:Clerk:signal",
          "evidence": "Round 47: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs47:Clerk:state",
          "evidence": "Round 47: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:63.082|served:63.082|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs47:Clerk:act",
          "evidence": "Round 47: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs47:Clerk:clear",
          "evidence": "Round 47: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs47:Clerk:inventory_guard",
          "evidence": "Round 47: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs47:Clerk:staff_guard",
          "evidence": "Round 47: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs47:Clerk:payoff",
          "evidence": "Round 47: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs47:Clerk:learner",
          "evidence": "Round 47: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.557|reorder_target_total:80.444|staff_forecast:51.074|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0311,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 101.749,
        "role": "checkout",
        "round": 47,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.074,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs47:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs47:Supervisor:signal",
          "evidence": "Round 47: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs47:Supervisor:state",
          "evidence": "Round 47: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:63.082|served:63.082|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs47:Supervisor:act",
          "evidence": "Round 47: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs47:Supervisor:clear",
          "evidence": "Round 47: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs47:Supervisor:inventory_guard",
          "evidence": "Round 47: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs47:Supervisor:staff_guard",
          "evidence": "Round 47: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs47:Supervisor:payoff",
          "evidence": "Round 47: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs47:Supervisor:learner",
          "evidence": "Round 47: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 63.08 customer-unit demand, served 63.08, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 101.75. The online learner now forecasts 50.56 customer-units, targets 80.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.557|reorder_target_total:80.444|staff_forecast:51.074|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0311,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 101.749,
        "role": "supervisor",
        "round": 47,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.074,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs48:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs48:Buyer:signal",
          "evidence": "Round 48: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs48:Buyer:state",
          "evidence": "Round 48: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:59.002|served:59.002|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs48:Buyer:act",
          "evidence": "Round 48: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs48:Buyer:clear",
          "evidence": "Round 48: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs48:Buyer:inventory_guard",
          "evidence": "Round 48: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs48:Buyer:staff_guard",
          "evidence": "Round 48: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs48:Buyer:payoff",
          "evidence": "Round 48: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs48:Buyer:learner",
          "evidence": "Round 48: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:52.584|reorder_target_total:80.457|staff_forecast:53.294|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0365,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 80.656,
        "role": "inventory",
        "round": 48,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 53.294,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs48:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs48:Scheduler:signal",
          "evidence": "Round 48: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs48:Scheduler:state",
          "evidence": "Round 48: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:59.002|served:59.002|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs48:Scheduler:act",
          "evidence": "Round 48: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs48:Scheduler:clear",
          "evidence": "Round 48: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs48:Scheduler:inventory_guard",
          "evidence": "Round 48: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs48:Scheduler:staff_guard",
          "evidence": "Round 48: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs48:Scheduler:payoff",
          "evidence": "Round 48: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs48:Scheduler:learner",
          "evidence": "Round 48: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:52.584|reorder_target_total:80.457|staff_forecast:53.294|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0365,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 80.656,
        "role": "staffing",
        "round": 48,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 53.294,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs48:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs48:Clerk:signal",
          "evidence": "Round 48: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs48:Clerk:state",
          "evidence": "Round 48: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:59.002|served:59.002|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs48:Clerk:act",
          "evidence": "Round 48: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs48:Clerk:clear",
          "evidence": "Round 48: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs48:Clerk:inventory_guard",
          "evidence": "Round 48: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs48:Clerk:staff_guard",
          "evidence": "Round 48: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs48:Clerk:payoff",
          "evidence": "Round 48: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs48:Clerk:learner",
          "evidence": "Round 48: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:52.584|reorder_target_total:80.457|staff_forecast:53.294|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0365,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 80.656,
        "role": "checkout",
        "round": 48,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 53.294,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs48:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs48:Supervisor:signal",
          "evidence": "Round 48: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs48:Supervisor:state",
          "evidence": "Round 48: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:59.002|served:59.002|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs48:Supervisor:act",
          "evidence": "Round 48: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs48:Supervisor:clear",
          "evidence": "Round 48: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs48:Supervisor:inventory_guard",
          "evidence": "Round 48: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs48:Supervisor:staff_guard",
          "evidence": "Round 48: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs48:Supervisor:payoff",
          "evidence": "Round 48: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs48:Supervisor:learner",
          "evidence": "Round 48: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.00 customer-unit demand, served 59.00, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.04, and earned profit 80.66. The online learner now forecasts 52.58 customer-units, targets 80.46 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:52.584|reorder_target_total:80.457|staff_forecast:53.294|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0365,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 80.656,
        "role": "supervisor",
        "round": 48,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 53.294,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs49:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs49:Buyer:signal",
          "evidence": "Round 49: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs49:Buyer:state",
          "evidence": "Round 49: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.845|served:41.845|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs49:Buyer:act",
          "evidence": "Round 49: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs49:Buyer:clear",
          "evidence": "Round 49: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs49:Buyer:inventory_guard",
          "evidence": "Round 49: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs49:Buyer:staff_guard",
          "evidence": "Round 49: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs49:Buyer:payoff",
          "evidence": "Round 49: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs49:Buyer:learner",
          "evidence": "Round 49: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.007|reorder_target_total:80.370|staff_forecast:50.088|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0382,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 16.237,
        "role": "inventory",
        "round": 49,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.088,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs49:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs49:Scheduler:signal",
          "evidence": "Round 49: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs49:Scheduler:state",
          "evidence": "Round 49: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.845|served:41.845|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs49:Scheduler:act",
          "evidence": "Round 49: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs49:Scheduler:clear",
          "evidence": "Round 49: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs49:Scheduler:inventory_guard",
          "evidence": "Round 49: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs49:Scheduler:staff_guard",
          "evidence": "Round 49: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs49:Scheduler:payoff",
          "evidence": "Round 49: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs49:Scheduler:learner",
          "evidence": "Round 49: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.007|reorder_target_total:80.370|staff_forecast:50.088|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0382,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 16.237,
        "role": "staffing",
        "round": 49,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.088,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs49:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs49:Clerk:signal",
          "evidence": "Round 49: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs49:Clerk:state",
          "evidence": "Round 49: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.845|served:41.845|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs49:Clerk:act",
          "evidence": "Round 49: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs49:Clerk:clear",
          "evidence": "Round 49: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs49:Clerk:inventory_guard",
          "evidence": "Round 49: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs49:Clerk:staff_guard",
          "evidence": "Round 49: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs49:Clerk:payoff",
          "evidence": "Round 49: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs49:Clerk:learner",
          "evidence": "Round 49: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.007|reorder_target_total:80.370|staff_forecast:50.088|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0382,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 16.237,
        "role": "checkout",
        "round": 49,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.088,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs49:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs49:Supervisor:signal",
          "evidence": "Round 49: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs49:Supervisor:state",
          "evidence": "Round 49: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.845|served:41.845|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs49:Supervisor:act",
          "evidence": "Round 49: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs49:Supervisor:clear",
          "evidence": "Round 49: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs49:Supervisor:inventory_guard",
          "evidence": "Round 49: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs49:Supervisor:staff_guard",
          "evidence": "Round 49: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs49:Supervisor:payoff",
          "evidence": "Round 49: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs49:Supervisor:learner",
          "evidence": "Round 49: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.84 customer-unit demand, served 41.84, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 16.24. The online learner now forecasts 50.01 customer-units, targets 80.37 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.007|reorder_target_total:80.370|staff_forecast:50.088|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0382,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 16.237,
        "role": "supervisor",
        "round": 49,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.088,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs50:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs50:Buyer:signal",
          "evidence": "Round 50: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs50:Buyer:state",
          "evidence": "Round 50: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:51.522|served:51.522|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs50:Buyer:act",
          "evidence": "Round 50: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs50:Buyer:clear",
          "evidence": "Round 50: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs50:Buyer:inventory_guard",
          "evidence": "Round 50: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs50:Buyer:staff_guard",
          "evidence": "Round 50: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs50:Buyer:payoff",
          "evidence": "Round 50: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs50:Buyer:learner",
          "evidence": "Round 50: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.370|reorder_target_total:80.312|staff_forecast:50.490|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0349,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 56.207,
        "role": "inventory",
        "round": 50,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.49,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs50:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs50:Scheduler:signal",
          "evidence": "Round 50: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs50:Scheduler:state",
          "evidence": "Round 50: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:51.522|served:51.522|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs50:Scheduler:act",
          "evidence": "Round 50: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs50:Scheduler:clear",
          "evidence": "Round 50: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs50:Scheduler:inventory_guard",
          "evidence": "Round 50: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs50:Scheduler:staff_guard",
          "evidence": "Round 50: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs50:Scheduler:payoff",
          "evidence": "Round 50: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs50:Scheduler:learner",
          "evidence": "Round 50: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.370|reorder_target_total:80.312|staff_forecast:50.490|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0349,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 56.207,
        "role": "staffing",
        "round": 50,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.49,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs50:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs50:Clerk:signal",
          "evidence": "Round 50: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs50:Clerk:state",
          "evidence": "Round 50: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:51.522|served:51.522|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs50:Clerk:act",
          "evidence": "Round 50: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs50:Clerk:clear",
          "evidence": "Round 50: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs50:Clerk:inventory_guard",
          "evidence": "Round 50: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs50:Clerk:staff_guard",
          "evidence": "Round 50: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs50:Clerk:payoff",
          "evidence": "Round 50: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs50:Clerk:learner",
          "evidence": "Round 50: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.370|reorder_target_total:80.312|staff_forecast:50.490|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0349,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 56.207,
        "role": "checkout",
        "round": 50,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.49,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs50:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs50:Supervisor:signal",
          "evidence": "Round 50: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs50:Supervisor:state",
          "evidence": "Round 50: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:51.522|served:51.522|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs50:Supervisor:act",
          "evidence": "Round 50: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs50:Supervisor:clear",
          "evidence": "Round 50: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs50:Supervisor:inventory_guard",
          "evidence": "Round 50: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs50:Supervisor:staff_guard",
          "evidence": "Round 50: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs50:Supervisor:payoff",
          "evidence": "Round 50: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs50:Supervisor:learner",
          "evidence": "Round 50: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 56.21. The online learner now forecasts 50.37 customer-units, targets 80.31 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.370|reorder_target_total:80.312|staff_forecast:50.490|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0349,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 56.207,
        "role": "supervisor",
        "round": 50,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.49,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs51:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs51:Buyer:signal",
          "evidence": "Round 51: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs51:Buyer:state",
          "evidence": "Round 51: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:48.611|served:48.611|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs51:Buyer:act",
          "evidence": "Round 51: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs51:Buyer:clear",
          "evidence": "Round 51: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs51:Buyer:inventory_guard",
          "evidence": "Round 51: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs51:Buyer:staff_guard",
          "evidence": "Round 51: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs51:Buyer:payoff",
          "evidence": "Round 51: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs51:Buyer:learner",
          "evidence": "Round 51: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.947|reorder_target_total:80.242|staff_forecast:49.964|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.035,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.069,
        "role": "inventory",
        "round": 51,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.964,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs51:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs51:Scheduler:signal",
          "evidence": "Round 51: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs51:Scheduler:state",
          "evidence": "Round 51: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:48.611|served:48.611|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs51:Scheduler:act",
          "evidence": "Round 51: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs51:Scheduler:clear",
          "evidence": "Round 51: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs51:Scheduler:inventory_guard",
          "evidence": "Round 51: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs51:Scheduler:staff_guard",
          "evidence": "Round 51: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs51:Scheduler:payoff",
          "evidence": "Round 51: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs51:Scheduler:learner",
          "evidence": "Round 51: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.947|reorder_target_total:80.242|staff_forecast:49.964|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.035,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.069,
        "role": "staffing",
        "round": 51,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.964,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs51:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs51:Clerk:signal",
          "evidence": "Round 51: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs51:Clerk:state",
          "evidence": "Round 51: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:48.611|served:48.611|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs51:Clerk:act",
          "evidence": "Round 51: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs51:Clerk:clear",
          "evidence": "Round 51: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs51:Clerk:inventory_guard",
          "evidence": "Round 51: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs51:Clerk:staff_guard",
          "evidence": "Round 51: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs51:Clerk:payoff",
          "evidence": "Round 51: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs51:Clerk:learner",
          "evidence": "Round 51: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.947|reorder_target_total:80.242|staff_forecast:49.964|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.035,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.069,
        "role": "checkout",
        "round": 51,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.964,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs51:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs51:Supervisor:signal",
          "evidence": "Round 51: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs51:Supervisor:state",
          "evidence": "Round 51: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:48.611|served:48.611|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs51:Supervisor:act",
          "evidence": "Round 51: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs51:Supervisor:clear",
          "evidence": "Round 51: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs51:Supervisor:inventory_guard",
          "evidence": "Round 51: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs51:Supervisor:staff_guard",
          "evidence": "Round 51: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs51:Supervisor:payoff",
          "evidence": "Round 51: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs51:Supervisor:learner",
          "evidence": "Round 51: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.61 customer-unit demand, served 48.61, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 44.07. The online learner now forecasts 49.95 customer-units, targets 80.24 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.947|reorder_target_total:80.242|staff_forecast:49.964|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.035,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.069,
        "role": "supervisor",
        "round": 51,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.964,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs52:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs52:Buyer:signal",
          "evidence": "Round 52: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs52:Buyer:state",
          "evidence": "Round 52: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:44.583|served:44.583|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs52:Buyer:act",
          "evidence": "Round 52: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs52:Buyer:clear",
          "evidence": "Round 52: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs52:Buyer:inventory_guard",
          "evidence": "Round 52: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs52:Buyer:staff_guard",
          "evidence": "Round 52: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs52:Buyer:payoff",
          "evidence": "Round 52: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs52:Buyer:learner",
          "evidence": "Round 52: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.659|reorder_target_total:80.154|staff_forecast:48.457|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0333,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.216,
        "role": "inventory",
        "round": 52,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.457,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs52:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs52:Scheduler:signal",
          "evidence": "Round 52: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs52:Scheduler:state",
          "evidence": "Round 52: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:44.583|served:44.583|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs52:Scheduler:act",
          "evidence": "Round 52: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs52:Scheduler:clear",
          "evidence": "Round 52: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs52:Scheduler:inventory_guard",
          "evidence": "Round 52: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs52:Scheduler:staff_guard",
          "evidence": "Round 52: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs52:Scheduler:payoff",
          "evidence": "Round 52: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs52:Scheduler:learner",
          "evidence": "Round 52: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.659|reorder_target_total:80.154|staff_forecast:48.457|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0333,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.216,
        "role": "staffing",
        "round": 52,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.457,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs52:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs52:Clerk:signal",
          "evidence": "Round 52: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs52:Clerk:state",
          "evidence": "Round 52: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:44.583|served:44.583|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs52:Clerk:act",
          "evidence": "Round 52: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs52:Clerk:clear",
          "evidence": "Round 52: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs52:Clerk:inventory_guard",
          "evidence": "Round 52: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs52:Clerk:staff_guard",
          "evidence": "Round 52: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs52:Clerk:payoff",
          "evidence": "Round 52: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs52:Clerk:learner",
          "evidence": "Round 52: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.659|reorder_target_total:80.154|staff_forecast:48.457|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0333,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.216,
        "role": "checkout",
        "round": 52,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.457,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs52:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs52:Supervisor:signal",
          "evidence": "Round 52: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs52:Supervisor:state",
          "evidence": "Round 52: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:44.583|served:44.583|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs52:Supervisor:act",
          "evidence": "Round 52: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs52:Supervisor:clear",
          "evidence": "Round 52: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs52:Supervisor:inventory_guard",
          "evidence": "Round 52: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs52:Supervisor:staff_guard",
          "evidence": "Round 52: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs52:Supervisor:payoff",
          "evidence": "Round 52: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs52:Supervisor:learner",
          "evidence": "Round 52: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.58 customer-unit demand, served 44.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.22. The online learner now forecasts 48.66 customer-units, targets 80.15 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.659|reorder_target_total:80.154|staff_forecast:48.457|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0333,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.216,
        "role": "supervisor",
        "round": 52,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.457,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs53:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs53:Buyer:signal",
          "evidence": "Round 53: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs53:Buyer:state",
          "evidence": "Round 53: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:42.519|served:42.519|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs53:Buyer:act",
          "evidence": "Round 53: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs53:Buyer:clear",
          "evidence": "Round 53: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs53:Buyer:inventory_guard",
          "evidence": "Round 53: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs53:Buyer:staff_guard",
          "evidence": "Round 53: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs53:Buyer:payoff",
          "evidence": "Round 53: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs53:Buyer:learner",
          "evidence": "Round 53: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.186|reorder_target_total:80.029|staff_forecast:46.794|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0343,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 22.877,
        "role": "inventory",
        "round": 53,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.794,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs53:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs53:Scheduler:signal",
          "evidence": "Round 53: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs53:Scheduler:state",
          "evidence": "Round 53: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:42.519|served:42.519|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs53:Scheduler:act",
          "evidence": "Round 53: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs53:Scheduler:clear",
          "evidence": "Round 53: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs53:Scheduler:inventory_guard",
          "evidence": "Round 53: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs53:Scheduler:staff_guard",
          "evidence": "Round 53: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs53:Scheduler:payoff",
          "evidence": "Round 53: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs53:Scheduler:learner",
          "evidence": "Round 53: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.186|reorder_target_total:80.029|staff_forecast:46.794|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0343,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 22.877,
        "role": "staffing",
        "round": 53,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.794,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs53:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs53:Clerk:signal",
          "evidence": "Round 53: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs53:Clerk:state",
          "evidence": "Round 53: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:42.519|served:42.519|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs53:Clerk:act",
          "evidence": "Round 53: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs53:Clerk:clear",
          "evidence": "Round 53: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs53:Clerk:inventory_guard",
          "evidence": "Round 53: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs53:Clerk:staff_guard",
          "evidence": "Round 53: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs53:Clerk:payoff",
          "evidence": "Round 53: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs53:Clerk:learner",
          "evidence": "Round 53: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.186|reorder_target_total:80.029|staff_forecast:46.794|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0343,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 22.877,
        "role": "checkout",
        "round": 53,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.794,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs53:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs53:Supervisor:signal",
          "evidence": "Round 53: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs53:Supervisor:state",
          "evidence": "Round 53: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:42.519|served:42.519|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs53:Supervisor:act",
          "evidence": "Round 53: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs53:Supervisor:clear",
          "evidence": "Round 53: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs53:Supervisor:inventory_guard",
          "evidence": "Round 53: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs53:Supervisor:staff_guard",
          "evidence": "Round 53: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs53:Supervisor:payoff",
          "evidence": "Round 53: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs53:Supervisor:learner",
          "evidence": "Round 53: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.52 customer-unit demand, served 42.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 22.88. The online learner now forecasts 47.19 customer-units, targets 80.03 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.186|reorder_target_total:80.029|staff_forecast:46.794|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0343,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 22.877,
        "role": "supervisor",
        "round": 53,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.794,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs54:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs54:Buyer:signal",
          "evidence": "Round 54: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs54:Buyer:state",
          "evidence": "Round 54: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:58.251|served:58.251|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs54:Buyer:act",
          "evidence": "Round 54: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs54:Buyer:clear",
          "evidence": "Round 54: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs54:Buyer:inventory_guard",
          "evidence": "Round 54: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs54:Buyer:staff_guard",
          "evidence": "Round 54: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs54:Buyer:payoff",
          "evidence": "Round 54: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs54:Buyer:learner",
          "evidence": "Round 54: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.841|reorder_target_total:80.008|staff_forecast:50.002|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0341,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.872,
        "role": "inventory",
        "round": 54,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.002,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs54:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs54:Scheduler:signal",
          "evidence": "Round 54: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs54:Scheduler:state",
          "evidence": "Round 54: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:58.251|served:58.251|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs54:Scheduler:act",
          "evidence": "Round 54: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs54:Scheduler:clear",
          "evidence": "Round 54: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs54:Scheduler:inventory_guard",
          "evidence": "Round 54: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs54:Scheduler:staff_guard",
          "evidence": "Round 54: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs54:Scheduler:payoff",
          "evidence": "Round 54: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs54:Scheduler:learner",
          "evidence": "Round 54: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.841|reorder_target_total:80.008|staff_forecast:50.002|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0341,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.872,
        "role": "staffing",
        "round": 54,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.002,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs54:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs54:Clerk:signal",
          "evidence": "Round 54: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs54:Clerk:state",
          "evidence": "Round 54: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:58.251|served:58.251|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs54:Clerk:act",
          "evidence": "Round 54: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs54:Clerk:clear",
          "evidence": "Round 54: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs54:Clerk:inventory_guard",
          "evidence": "Round 54: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs54:Clerk:staff_guard",
          "evidence": "Round 54: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs54:Clerk:payoff",
          "evidence": "Round 54: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs54:Clerk:learner",
          "evidence": "Round 54: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.841|reorder_target_total:80.008|staff_forecast:50.002|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0341,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.872,
        "role": "checkout",
        "round": 54,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.002,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs54:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs54:Supervisor:signal",
          "evidence": "Round 54: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs54:Supervisor:state",
          "evidence": "Round 54: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:58.251|served:58.251|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs54:Supervisor:act",
          "evidence": "Round 54: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs54:Supervisor:clear",
          "evidence": "Round 54: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs54:Supervisor:inventory_guard",
          "evidence": "Round 54: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs54:Supervisor:staff_guard",
          "evidence": "Round 54: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs54:Supervisor:payoff",
          "evidence": "Round 54: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs54:Supervisor:learner",
          "evidence": "Round 54: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.25 customer-unit demand, served 58.25, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 84.87. The online learner now forecasts 49.84 customer-units, targets 80.01 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.841|reorder_target_total:80.008|staff_forecast:50.002|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0341,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.872,
        "role": "supervisor",
        "round": 54,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.002,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs55:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs55:Buyer:signal",
          "evidence": "Round 55: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs55:Buyer:state",
          "evidence": "Round 55: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.817|served:53.817|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs55:Buyer:act",
          "evidence": "Round 55: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs55:Buyer:clear",
          "evidence": "Round 55: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs55:Buyer:inventory_guard",
          "evidence": "Round 55: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs55:Buyer:staff_guard",
          "evidence": "Round 55: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs55:Buyer:payoff",
          "evidence": "Round 55: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs55:Buyer:learner",
          "evidence": "Round 55: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.796|reorder_target_total:79.999|staff_forecast:51.070|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0323,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.015,
        "role": "inventory",
        "round": 55,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.07,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs55:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs55:Scheduler:signal",
          "evidence": "Round 55: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs55:Scheduler:state",
          "evidence": "Round 55: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.817|served:53.817|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs55:Scheduler:act",
          "evidence": "Round 55: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs55:Scheduler:clear",
          "evidence": "Round 55: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs55:Scheduler:inventory_guard",
          "evidence": "Round 55: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs55:Scheduler:staff_guard",
          "evidence": "Round 55: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs55:Scheduler:payoff",
          "evidence": "Round 55: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs55:Scheduler:learner",
          "evidence": "Round 55: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.796|reorder_target_total:79.999|staff_forecast:51.070|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0323,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.015,
        "role": "staffing",
        "round": 55,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.07,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs55:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs55:Clerk:signal",
          "evidence": "Round 55: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs55:Clerk:state",
          "evidence": "Round 55: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.817|served:53.817|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs55:Clerk:act",
          "evidence": "Round 55: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs55:Clerk:clear",
          "evidence": "Round 55: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs55:Clerk:inventory_guard",
          "evidence": "Round 55: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs55:Clerk:staff_guard",
          "evidence": "Round 55: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs55:Clerk:payoff",
          "evidence": "Round 55: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs55:Clerk:learner",
          "evidence": "Round 55: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.796|reorder_target_total:79.999|staff_forecast:51.070|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0323,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.015,
        "role": "checkout",
        "round": 55,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.07,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs55:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs55:Supervisor:signal",
          "evidence": "Round 55: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs55:Supervisor:state",
          "evidence": "Round 55: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.817|served:53.817|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs55:Supervisor:act",
          "evidence": "Round 55: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs55:Supervisor:clear",
          "evidence": "Round 55: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs55:Supervisor:inventory_guard",
          "evidence": "Round 55: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs55:Supervisor:staff_guard",
          "evidence": "Round 55: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs55:Supervisor:payoff",
          "evidence": "Round 55: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs55:Supervisor:learner",
          "evidence": "Round 55: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.82 customer-unit demand, served 53.82, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 65.02. The online learner now forecasts 50.80 customer-units, targets 80.00 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.796|reorder_target_total:79.999|staff_forecast:51.070|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0323,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.015,
        "role": "supervisor",
        "round": 55,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.07,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs56:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs56:Buyer:signal",
          "evidence": "Round 56: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs56:Buyer:state",
          "evidence": "Round 56: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:48.625|served:48.625|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs56:Buyer:act",
          "evidence": "Round 56: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs56:Buyer:clear",
          "evidence": "Round 56: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs56:Buyer:inventory_guard",
          "evidence": "Round 56: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs56:Buyer:staff_guard",
          "evidence": "Round 56: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs56:Buyer:payoff",
          "evidence": "Round 56: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs56:Buyer:learner",
          "evidence": "Round 56: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.275|reorder_target_total:79.936|staff_forecast:50.385|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0299,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.991,
        "role": "inventory",
        "round": 56,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.385,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs56:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs56:Scheduler:signal",
          "evidence": "Round 56: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs56:Scheduler:state",
          "evidence": "Round 56: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:48.625|served:48.625|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs56:Scheduler:act",
          "evidence": "Round 56: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs56:Scheduler:clear",
          "evidence": "Round 56: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs56:Scheduler:inventory_guard",
          "evidence": "Round 56: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs56:Scheduler:staff_guard",
          "evidence": "Round 56: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs56:Scheduler:payoff",
          "evidence": "Round 56: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs56:Scheduler:learner",
          "evidence": "Round 56: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.275|reorder_target_total:79.936|staff_forecast:50.385|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0299,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.991,
        "role": "staffing",
        "round": 56,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.385,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs56:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs56:Clerk:signal",
          "evidence": "Round 56: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs56:Clerk:state",
          "evidence": "Round 56: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:48.625|served:48.625|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs56:Clerk:act",
          "evidence": "Round 56: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs56:Clerk:clear",
          "evidence": "Round 56: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs56:Clerk:inventory_guard",
          "evidence": "Round 56: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs56:Clerk:staff_guard",
          "evidence": "Round 56: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs56:Clerk:payoff",
          "evidence": "Round 56: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs56:Clerk:learner",
          "evidence": "Round 56: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.275|reorder_target_total:79.936|staff_forecast:50.385|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0299,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.991,
        "role": "checkout",
        "round": 56,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.385,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs56:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs56:Supervisor:signal",
          "evidence": "Round 56: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs56:Supervisor:state",
          "evidence": "Round 56: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:48.625|served:48.625|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs56:Supervisor:act",
          "evidence": "Round 56: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs56:Supervisor:clear",
          "evidence": "Round 56: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs56:Supervisor:inventory_guard",
          "evidence": "Round 56: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs56:Supervisor:staff_guard",
          "evidence": "Round 56: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs56:Supervisor:payoff",
          "evidence": "Round 56: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs56:Supervisor:learner",
          "evidence": "Round 56: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.99. The online learner now forecasts 50.28 customer-units, targets 79.94 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.275|reorder_target_total:79.936|staff_forecast:50.385|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0299,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.991,
        "role": "supervisor",
        "round": 56,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.385,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs57:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs57:Buyer:signal",
          "evidence": "Round 57: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs57:Buyer:state",
          "evidence": "Round 57: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.344|served:45.344|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs57:Buyer:act",
          "evidence": "Round 57: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs57:Buyer:clear",
          "evidence": "Round 57: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs57:Buyer:inventory_guard",
          "evidence": "Round 57: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs57:Buyer:staff_guard",
          "evidence": "Round 57: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs57:Buyer:payoff",
          "evidence": "Round 57: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs57:Buyer:learner",
          "evidence": "Round 57: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.091|reorder_target_total:79.858|staff_forecast:48.974|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0305,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.201,
        "role": "inventory",
        "round": 57,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.974,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs57:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs57:Scheduler:signal",
          "evidence": "Round 57: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs57:Scheduler:state",
          "evidence": "Round 57: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.344|served:45.344|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs57:Scheduler:act",
          "evidence": "Round 57: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs57:Scheduler:clear",
          "evidence": "Round 57: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs57:Scheduler:inventory_guard",
          "evidence": "Round 57: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs57:Scheduler:staff_guard",
          "evidence": "Round 57: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs57:Scheduler:payoff",
          "evidence": "Round 57: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs57:Scheduler:learner",
          "evidence": "Round 57: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.091|reorder_target_total:79.858|staff_forecast:48.974|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0305,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.201,
        "role": "staffing",
        "round": 57,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.974,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs57:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs57:Clerk:signal",
          "evidence": "Round 57: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs57:Clerk:state",
          "evidence": "Round 57: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.344|served:45.344|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs57:Clerk:act",
          "evidence": "Round 57: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs57:Clerk:clear",
          "evidence": "Round 57: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs57:Clerk:inventory_guard",
          "evidence": "Round 57: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs57:Clerk:staff_guard",
          "evidence": "Round 57: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs57:Clerk:payoff",
          "evidence": "Round 57: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs57:Clerk:learner",
          "evidence": "Round 57: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.091|reorder_target_total:79.858|staff_forecast:48.974|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0305,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.201,
        "role": "checkout",
        "round": 57,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.974,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs57:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs57:Supervisor:signal",
          "evidence": "Round 57: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs57:Supervisor:state",
          "evidence": "Round 57: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.344|served:45.344|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs57:Supervisor:act",
          "evidence": "Round 57: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs57:Supervisor:clear",
          "evidence": "Round 57: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs57:Supervisor:inventory_guard",
          "evidence": "Round 57: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs57:Supervisor:staff_guard",
          "evidence": "Round 57: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs57:Supervisor:payoff",
          "evidence": "Round 57: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs57:Supervisor:learner",
          "evidence": "Round 57: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 29.20. The online learner now forecasts 49.09 customer-units, targets 79.86 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.091|reorder_target_total:79.858|staff_forecast:48.974|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0305,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.201,
        "role": "supervisor",
        "round": 57,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.974,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs58:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs58:Buyer:signal",
          "evidence": "Round 58: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs58:Buyer:state",
          "evidence": "Round 58: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:41.628|served:41.628|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs58:Buyer:act",
          "evidence": "Round 58: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs58:Buyer:clear",
          "evidence": "Round 58: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs58:Buyer:inventory_guard",
          "evidence": "Round 58: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs58:Buyer:staff_guard",
          "evidence": "Round 58: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs58:Buyer:payoff",
          "evidence": "Round 58: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs58:Buyer:learner",
          "evidence": "Round 58: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.299|reorder_target_total:79.715|staff_forecast:46.917|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.034,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.065,
        "role": "inventory",
        "round": 58,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.917,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs58:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs58:Scheduler:signal",
          "evidence": "Round 58: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs58:Scheduler:state",
          "evidence": "Round 58: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:41.628|served:41.628|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs58:Scheduler:act",
          "evidence": "Round 58: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs58:Scheduler:clear",
          "evidence": "Round 58: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs58:Scheduler:inventory_guard",
          "evidence": "Round 58: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs58:Scheduler:staff_guard",
          "evidence": "Round 58: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs58:Scheduler:payoff",
          "evidence": "Round 58: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs58:Scheduler:learner",
          "evidence": "Round 58: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.299|reorder_target_total:79.715|staff_forecast:46.917|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.034,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.065,
        "role": "staffing",
        "round": 58,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.917,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs58:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs58:Clerk:signal",
          "evidence": "Round 58: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs58:Clerk:state",
          "evidence": "Round 58: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:41.628|served:41.628|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs58:Clerk:act",
          "evidence": "Round 58: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs58:Clerk:clear",
          "evidence": "Round 58: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs58:Clerk:inventory_guard",
          "evidence": "Round 58: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs58:Clerk:staff_guard",
          "evidence": "Round 58: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs58:Clerk:payoff",
          "evidence": "Round 58: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs58:Clerk:learner",
          "evidence": "Round 58: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.299|reorder_target_total:79.715|staff_forecast:46.917|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.034,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.065,
        "role": "checkout",
        "round": 58,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.917,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs58:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs58:Supervisor:signal",
          "evidence": "Round 58: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs58:Supervisor:state",
          "evidence": "Round 58: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:41.628|served:41.628|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs58:Supervisor:act",
          "evidence": "Round 58: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs58:Supervisor:clear",
          "evidence": "Round 58: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs58:Supervisor:inventory_guard",
          "evidence": "Round 58: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs58:Supervisor:staff_guard",
          "evidence": "Round 58: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs58:Supervisor:payoff",
          "evidence": "Round 58: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs58:Supervisor:learner",
          "evidence": "Round 58: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.63 customer-unit demand, served 41.63, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 18.07. The online learner now forecasts 47.30 customer-units, targets 79.71 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.299|reorder_target_total:79.715|staff_forecast:46.917|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.034,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.065,
        "role": "supervisor",
        "round": 58,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.917,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs59:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs59:Buyer:signal",
          "evidence": "Round 59: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs59:Buyer:state",
          "evidence": "Round 59: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:43.777|served:43.777|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs59:Buyer:act",
          "evidence": "Round 59: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs59:Buyer:clear",
          "evidence": "Round 59: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs59:Buyer:inventory_guard",
          "evidence": "Round 59: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs59:Buyer:staff_guard",
          "evidence": "Round 59: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs59:Buyer:payoff",
          "evidence": "Round 59: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs59:Buyer:learner",
          "evidence": "Round 59: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.454|reorder_target_total:79.600|staff_forecast:46.038|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 27.026,
        "role": "inventory",
        "round": 59,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.038,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs59:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs59:Scheduler:signal",
          "evidence": "Round 59: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs59:Scheduler:state",
          "evidence": "Round 59: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:43.777|served:43.777|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs59:Scheduler:act",
          "evidence": "Round 59: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs59:Scheduler:clear",
          "evidence": "Round 59: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs59:Scheduler:inventory_guard",
          "evidence": "Round 59: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs59:Scheduler:staff_guard",
          "evidence": "Round 59: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs59:Scheduler:payoff",
          "evidence": "Round 59: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs59:Scheduler:learner",
          "evidence": "Round 59: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.454|reorder_target_total:79.600|staff_forecast:46.038|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 27.026,
        "role": "staffing",
        "round": 59,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.038,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs59:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs59:Clerk:signal",
          "evidence": "Round 59: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs59:Clerk:state",
          "evidence": "Round 59: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:43.777|served:43.777|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs59:Clerk:act",
          "evidence": "Round 59: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs59:Clerk:clear",
          "evidence": "Round 59: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs59:Clerk:inventory_guard",
          "evidence": "Round 59: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs59:Clerk:staff_guard",
          "evidence": "Round 59: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs59:Clerk:payoff",
          "evidence": "Round 59: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs59:Clerk:learner",
          "evidence": "Round 59: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.454|reorder_target_total:79.600|staff_forecast:46.038|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 27.026,
        "role": "checkout",
        "round": 59,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.038,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs59:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs59:Supervisor:signal",
          "evidence": "Round 59: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs59:Supervisor:state",
          "evidence": "Round 59: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:43.777|served:43.777|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs59:Supervisor:act",
          "evidence": "Round 59: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs59:Supervisor:clear",
          "evidence": "Round 59: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs59:Supervisor:inventory_guard",
          "evidence": "Round 59: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs59:Supervisor:staff_guard",
          "evidence": "Round 59: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs59:Supervisor:payoff",
          "evidence": "Round 59: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs59:Supervisor:learner",
          "evidence": "Round 59: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.78 customer-unit demand, served 43.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 27.03. The online learner now forecasts 46.45 customer-units, targets 79.60 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.454|reorder_target_total:79.600|staff_forecast:46.038|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 27.026,
        "role": "supervisor",
        "round": 59,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.038,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs60:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs60:Buyer:signal",
          "evidence": "Round 60: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs60:Buyer:state",
          "evidence": "Round 60: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:43.087|served:43.087|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs60:Buyer:act",
          "evidence": "Round 60: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs60:Buyer:clear",
          "evidence": "Round 60: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs60:Buyer:inventory_guard",
          "evidence": "Round 60: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs60:Buyer:staff_guard",
          "evidence": "Round 60: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs60:Buyer:payoff",
          "evidence": "Round 60: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs60:Buyer:learner",
          "evidence": "Round 60: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.646|reorder_target_total:79.491|staff_forecast:45.212|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0297,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.848,
        "role": "inventory",
        "round": 60,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.212,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs60:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs60:Scheduler:signal",
          "evidence": "Round 60: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs60:Scheduler:state",
          "evidence": "Round 60: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:43.087|served:43.087|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs60:Scheduler:act",
          "evidence": "Round 60: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs60:Scheduler:clear",
          "evidence": "Round 60: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs60:Scheduler:inventory_guard",
          "evidence": "Round 60: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs60:Scheduler:staff_guard",
          "evidence": "Round 60: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs60:Scheduler:payoff",
          "evidence": "Round 60: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs60:Scheduler:learner",
          "evidence": "Round 60: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.646|reorder_target_total:79.491|staff_forecast:45.212|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0297,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.848,
        "role": "staffing",
        "round": 60,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.212,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs60:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs60:Clerk:signal",
          "evidence": "Round 60: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs60:Clerk:state",
          "evidence": "Round 60: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:43.087|served:43.087|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs60:Clerk:act",
          "evidence": "Round 60: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs60:Clerk:clear",
          "evidence": "Round 60: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs60:Clerk:inventory_guard",
          "evidence": "Round 60: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs60:Clerk:staff_guard",
          "evidence": "Round 60: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs60:Clerk:payoff",
          "evidence": "Round 60: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs60:Clerk:learner",
          "evidence": "Round 60: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.646|reorder_target_total:79.491|staff_forecast:45.212|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0297,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.848,
        "role": "checkout",
        "round": 60,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.212,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs60:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs60:Supervisor:signal",
          "evidence": "Round 60: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs60:Supervisor:state",
          "evidence": "Round 60: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:43.087|served:43.087|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs60:Supervisor:act",
          "evidence": "Round 60: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs60:Supervisor:clear",
          "evidence": "Round 60: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs60:Supervisor:inventory_guard",
          "evidence": "Round 60: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs60:Supervisor:staff_guard",
          "evidence": "Round 60: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs60:Supervisor:payoff",
          "evidence": "Round 60: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs60:Supervisor:learner",
          "evidence": "Round 60: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.09 customer-unit demand, served 43.09, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 24.85. The online learner now forecasts 45.65 customer-units, targets 79.49 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.646|reorder_target_total:79.491|staff_forecast:45.212|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0297,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.848,
        "role": "supervisor",
        "round": 60,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.212,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs61:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs61:Buyer:signal",
          "evidence": "Round 61: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs61:Buyer:state",
          "evidence": "Round 61: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:62.297|served:62.297|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs61:Buyer:act",
          "evidence": "Round 61: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs61:Buyer:clear",
          "evidence": "Round 61: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs61:Buyer:inventory_guard",
          "evidence": "Round 61: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs61:Buyer:staff_guard",
          "evidence": "Round 61: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs61:Buyer:payoff",
          "evidence": "Round 61: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs61:Buyer:learner",
          "evidence": "Round 61: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.642|reorder_target_total:79.470|staff_forecast:49.996|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0329,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 97.524,
        "role": "inventory",
        "round": 61,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.996,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs61:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs61:Scheduler:signal",
          "evidence": "Round 61: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs61:Scheduler:state",
          "evidence": "Round 61: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:62.297|served:62.297|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs61:Scheduler:act",
          "evidence": "Round 61: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs61:Scheduler:clear",
          "evidence": "Round 61: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs61:Scheduler:inventory_guard",
          "evidence": "Round 61: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs61:Scheduler:staff_guard",
          "evidence": "Round 61: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs61:Scheduler:payoff",
          "evidence": "Round 61: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs61:Scheduler:learner",
          "evidence": "Round 61: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.642|reorder_target_total:79.470|staff_forecast:49.996|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0329,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 97.524,
        "role": "staffing",
        "round": 61,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.996,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs61:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs61:Clerk:signal",
          "evidence": "Round 61: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs61:Clerk:state",
          "evidence": "Round 61: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:62.297|served:62.297|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs61:Clerk:act",
          "evidence": "Round 61: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs61:Clerk:clear",
          "evidence": "Round 61: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs61:Clerk:inventory_guard",
          "evidence": "Round 61: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs61:Clerk:staff_guard",
          "evidence": "Round 61: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs61:Clerk:payoff",
          "evidence": "Round 61: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs61:Clerk:learner",
          "evidence": "Round 61: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.642|reorder_target_total:79.470|staff_forecast:49.996|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0329,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 97.524,
        "role": "checkout",
        "round": 61,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.996,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs61:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs61:Supervisor:signal",
          "evidence": "Round 61: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs61:Supervisor:state",
          "evidence": "Round 61: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:62.297|served:62.297|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs61:Supervisor:act",
          "evidence": "Round 61: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs61:Supervisor:clear",
          "evidence": "Round 61: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs61:Supervisor:inventory_guard",
          "evidence": "Round 61: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs61:Supervisor:staff_guard",
          "evidence": "Round 61: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs61:Supervisor:payoff",
          "evidence": "Round 61: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs61:Supervisor:learner",
          "evidence": "Round 61: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 62.30 customer-unit demand, served 62.30, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 97.52. The online learner now forecasts 49.64 customer-units, targets 79.47 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.642|reorder_target_total:79.470|staff_forecast:49.996|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0329,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 97.524,
        "role": "supervisor",
        "round": 61,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.996,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs62:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs62:Buyer:signal",
          "evidence": "Round 62: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs62:Buyer:state",
          "evidence": "Round 62: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:49.292|served:49.292|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs62:Buyer:act",
          "evidence": "Round 62: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs62:Buyer:clear",
          "evidence": "Round 62: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs62:Buyer:inventory_guard",
          "evidence": "Round 62: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs62:Buyer:staff_guard",
          "evidence": "Round 62: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs62:Buyer:payoff",
          "evidence": "Round 62: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs62:Buyer:learner",
          "evidence": "Round 62: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.558|reorder_target_total:79.438|staff_forecast:49.799|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0266,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.696,
        "role": "inventory",
        "round": 62,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.799,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs62:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs62:Scheduler:signal",
          "evidence": "Round 62: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs62:Scheduler:state",
          "evidence": "Round 62: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:49.292|served:49.292|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs62:Scheduler:act",
          "evidence": "Round 62: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs62:Scheduler:clear",
          "evidence": "Round 62: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs62:Scheduler:inventory_guard",
          "evidence": "Round 62: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs62:Scheduler:staff_guard",
          "evidence": "Round 62: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs62:Scheduler:payoff",
          "evidence": "Round 62: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs62:Scheduler:learner",
          "evidence": "Round 62: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.558|reorder_target_total:79.438|staff_forecast:49.799|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0266,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.696,
        "role": "staffing",
        "round": 62,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.799,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs62:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs62:Clerk:signal",
          "evidence": "Round 62: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs62:Clerk:state",
          "evidence": "Round 62: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:49.292|served:49.292|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs62:Clerk:act",
          "evidence": "Round 62: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs62:Clerk:clear",
          "evidence": "Round 62: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs62:Clerk:inventory_guard",
          "evidence": "Round 62: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs62:Clerk:staff_guard",
          "evidence": "Round 62: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs62:Clerk:payoff",
          "evidence": "Round 62: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs62:Clerk:learner",
          "evidence": "Round 62: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.558|reorder_target_total:79.438|staff_forecast:49.799|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0266,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.696,
        "role": "checkout",
        "round": 62,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.799,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs62:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs62:Supervisor:signal",
          "evidence": "Round 62: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs62:Supervisor:state",
          "evidence": "Round 62: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:49.292|served:49.292|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs62:Supervisor:act",
          "evidence": "Round 62: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs62:Supervisor:clear",
          "evidence": "Round 62: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs62:Supervisor:inventory_guard",
          "evidence": "Round 62: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs62:Supervisor:staff_guard",
          "evidence": "Round 62: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs62:Supervisor:payoff",
          "evidence": "Round 62: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs62:Supervisor:learner",
          "evidence": "Round 62: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.29 customer-unit demand, served 49.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 48.70. The online learner now forecasts 49.56 customer-units, targets 79.44 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.558|reorder_target_total:79.438|staff_forecast:49.799|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0266,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.696,
        "role": "supervisor",
        "round": 62,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.799,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs63:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs63:Buyer:signal",
          "evidence": "Round 63: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs63:Buyer:state",
          "evidence": "Round 63: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:48.008|served:48.008|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs63:Buyer:act",
          "evidence": "Round 63: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs63:Buyer:clear",
          "evidence": "Round 63: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs63:Buyer:inventory_guard",
          "evidence": "Round 63: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs63:Buyer:staff_guard",
          "evidence": "Round 63: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs63:Buyer:payoff",
          "evidence": "Round 63: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs63:Buyer:learner",
          "evidence": "Round 63: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.186|reorder_target_total:79.392|staff_forecast:49.298|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0313,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.387,
        "role": "inventory",
        "round": 63,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.298,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs63:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs63:Scheduler:signal",
          "evidence": "Round 63: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs63:Scheduler:state",
          "evidence": "Round 63: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:48.008|served:48.008|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs63:Scheduler:act",
          "evidence": "Round 63: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs63:Scheduler:clear",
          "evidence": "Round 63: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs63:Scheduler:inventory_guard",
          "evidence": "Round 63: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs63:Scheduler:staff_guard",
          "evidence": "Round 63: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs63:Scheduler:payoff",
          "evidence": "Round 63: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs63:Scheduler:learner",
          "evidence": "Round 63: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.186|reorder_target_total:79.392|staff_forecast:49.298|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0313,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.387,
        "role": "staffing",
        "round": 63,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.298,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs63:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs63:Clerk:signal",
          "evidence": "Round 63: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs63:Clerk:state",
          "evidence": "Round 63: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:48.008|served:48.008|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs63:Clerk:act",
          "evidence": "Round 63: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs63:Clerk:clear",
          "evidence": "Round 63: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs63:Clerk:inventory_guard",
          "evidence": "Round 63: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs63:Clerk:staff_guard",
          "evidence": "Round 63: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs63:Clerk:payoff",
          "evidence": "Round 63: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs63:Clerk:learner",
          "evidence": "Round 63: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.186|reorder_target_total:79.392|staff_forecast:49.298|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0313,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.387,
        "role": "checkout",
        "round": 63,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.298,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs63:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs63:Supervisor:signal",
          "evidence": "Round 63: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs63:Supervisor:state",
          "evidence": "Round 63: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:48.008|served:48.008|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs63:Supervisor:act",
          "evidence": "Round 63: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs63:Supervisor:clear",
          "evidence": "Round 63: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs63:Supervisor:inventory_guard",
          "evidence": "Round 63: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs63:Supervisor:staff_guard",
          "evidence": "Round 63: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs63:Supervisor:payoff",
          "evidence": "Round 63: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs63:Supervisor:learner",
          "evidence": "Round 63: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.01 customer-unit demand, served 48.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.39. The online learner now forecasts 49.19 customer-units, targets 79.39 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.186|reorder_target_total:79.392|staff_forecast:49.298|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0313,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.387,
        "role": "supervisor",
        "round": 63,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.298,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs64:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs64:Buyer:signal",
          "evidence": "Round 64: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs64:Buyer:state",
          "evidence": "Round 64: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:47.366|served:47.366|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs64:Buyer:act",
          "evidence": "Round 64: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs64:Buyer:clear",
          "evidence": "Round 64: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs64:Buyer:inventory_guard",
          "evidence": "Round 64: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs64:Buyer:staff_guard",
          "evidence": "Round 64: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs64:Buyer:payoff",
          "evidence": "Round 64: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs64:Buyer:learner",
          "evidence": "Round 64: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.750|reorder_target_total:79.319|staff_forecast:48.757|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0302,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.18,
        "role": "inventory",
        "round": 64,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.757,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs64:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs64:Scheduler:signal",
          "evidence": "Round 64: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs64:Scheduler:state",
          "evidence": "Round 64: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:47.366|served:47.366|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs64:Scheduler:act",
          "evidence": "Round 64: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs64:Scheduler:clear",
          "evidence": "Round 64: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs64:Scheduler:inventory_guard",
          "evidence": "Round 64: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs64:Scheduler:staff_guard",
          "evidence": "Round 64: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs64:Scheduler:payoff",
          "evidence": "Round 64: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs64:Scheduler:learner",
          "evidence": "Round 64: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.750|reorder_target_total:79.319|staff_forecast:48.757|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0302,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.18,
        "role": "staffing",
        "round": 64,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.757,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs64:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs64:Clerk:signal",
          "evidence": "Round 64: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs64:Clerk:state",
          "evidence": "Round 64: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:47.366|served:47.366|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs64:Clerk:act",
          "evidence": "Round 64: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs64:Clerk:clear",
          "evidence": "Round 64: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs64:Clerk:inventory_guard",
          "evidence": "Round 64: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs64:Clerk:staff_guard",
          "evidence": "Round 64: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs64:Clerk:payoff",
          "evidence": "Round 64: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs64:Clerk:learner",
          "evidence": "Round 64: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.750|reorder_target_total:79.319|staff_forecast:48.757|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0302,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.18,
        "role": "checkout",
        "round": 64,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.757,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs64:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs64:Supervisor:signal",
          "evidence": "Round 64: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs64:Supervisor:state",
          "evidence": "Round 64: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:47.366|served:47.366|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs64:Supervisor:act",
          "evidence": "Round 64: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs64:Supervisor:clear",
          "evidence": "Round 64: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs64:Supervisor:inventory_guard",
          "evidence": "Round 64: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs64:Supervisor:staff_guard",
          "evidence": "Round 64: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs64:Supervisor:payoff",
          "evidence": "Round 64: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs64:Supervisor:learner",
          "evidence": "Round 64: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.37 customer-unit demand, served 47.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.18. The online learner now forecasts 48.75 customer-units, targets 79.32 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.750|reorder_target_total:79.319|staff_forecast:48.757|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0302,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.18,
        "role": "supervisor",
        "round": 64,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.757,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs65:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs65:Buyer:signal",
          "evidence": "Round 65: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs65:Buyer:state",
          "evidence": "Round 65: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:42.961|served:42.961|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs65:Buyer:act",
          "evidence": "Round 65: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs65:Buyer:clear",
          "evidence": "Round 65: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs65:Buyer:inventory_guard",
          "evidence": "Round 65: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs65:Buyer:staff_guard",
          "evidence": "Round 65: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs65:Buyer:payoff",
          "evidence": "Round 65: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs65:Buyer:learner",
          "evidence": "Round 65: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.361|reorder_target_total:79.206|staff_forecast:47.134|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.078,
        "role": "inventory",
        "round": 65,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.134,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs65:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs65:Scheduler:signal",
          "evidence": "Round 65: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs65:Scheduler:state",
          "evidence": "Round 65: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:42.961|served:42.961|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs65:Scheduler:act",
          "evidence": "Round 65: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs65:Scheduler:clear",
          "evidence": "Round 65: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs65:Scheduler:inventory_guard",
          "evidence": "Round 65: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs65:Scheduler:staff_guard",
          "evidence": "Round 65: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs65:Scheduler:payoff",
          "evidence": "Round 65: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs65:Scheduler:learner",
          "evidence": "Round 65: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.361|reorder_target_total:79.206|staff_forecast:47.134|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.078,
        "role": "staffing",
        "round": 65,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.134,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs65:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs65:Clerk:signal",
          "evidence": "Round 65: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs65:Clerk:state",
          "evidence": "Round 65: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:42.961|served:42.961|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs65:Clerk:act",
          "evidence": "Round 65: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs65:Clerk:clear",
          "evidence": "Round 65: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs65:Clerk:inventory_guard",
          "evidence": "Round 65: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs65:Clerk:staff_guard",
          "evidence": "Round 65: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs65:Clerk:payoff",
          "evidence": "Round 65: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs65:Clerk:learner",
          "evidence": "Round 65: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.361|reorder_target_total:79.206|staff_forecast:47.134|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.078,
        "role": "checkout",
        "round": 65,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.134,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs65:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs65:Supervisor:signal",
          "evidence": "Round 65: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs65:Supervisor:state",
          "evidence": "Round 65: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:42.961|served:42.961|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs65:Supervisor:act",
          "evidence": "Round 65: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs65:Supervisor:clear",
          "evidence": "Round 65: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs65:Supervisor:inventory_guard",
          "evidence": "Round 65: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs65:Supervisor:staff_guard",
          "evidence": "Round 65: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs65:Supervisor:payoff",
          "evidence": "Round 65: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs65:Supervisor:learner",
          "evidence": "Round 65: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.96 customer-unit demand, served 42.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.08. The online learner now forecasts 47.36 customer-units, targets 79.21 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.361|reorder_target_total:79.206|staff_forecast:47.134|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.078,
        "role": "supervisor",
        "round": 65,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.134,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs66:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs66:Buyer:signal",
          "evidence": "Round 66: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs66:Buyer:state",
          "evidence": "Round 66: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.988|served:47.988|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs66:Buyer:act",
          "evidence": "Round 66: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs66:Buyer:clear",
          "evidence": "Round 66: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs66:Buyer:inventory_guard",
          "evidence": "Round 66: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs66:Buyer:staff_guard",
          "evidence": "Round 66: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs66:Buyer:payoff",
          "evidence": "Round 66: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs66:Buyer:learner",
          "evidence": "Round 66: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.512|reorder_target_total:79.133|staff_forecast:47.373|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0289,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.065,
        "role": "inventory",
        "round": 66,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.373,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs66:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs66:Scheduler:signal",
          "evidence": "Round 66: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs66:Scheduler:state",
          "evidence": "Round 66: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.988|served:47.988|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs66:Scheduler:act",
          "evidence": "Round 66: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs66:Scheduler:clear",
          "evidence": "Round 66: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs66:Scheduler:inventory_guard",
          "evidence": "Round 66: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs66:Scheduler:staff_guard",
          "evidence": "Round 66: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs66:Scheduler:payoff",
          "evidence": "Round 66: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs66:Scheduler:learner",
          "evidence": "Round 66: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.512|reorder_target_total:79.133|staff_forecast:47.373|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0289,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.065,
        "role": "staffing",
        "round": 66,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.373,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs66:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs66:Clerk:signal",
          "evidence": "Round 66: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs66:Clerk:state",
          "evidence": "Round 66: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.988|served:47.988|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs66:Clerk:act",
          "evidence": "Round 66: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs66:Clerk:clear",
          "evidence": "Round 66: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs66:Clerk:inventory_guard",
          "evidence": "Round 66: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs66:Clerk:staff_guard",
          "evidence": "Round 66: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs66:Clerk:payoff",
          "evidence": "Round 66: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs66:Clerk:learner",
          "evidence": "Round 66: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.512|reorder_target_total:79.133|staff_forecast:47.373|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0289,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.065,
        "role": "checkout",
        "round": 66,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.373,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs66:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs66:Supervisor:signal",
          "evidence": "Round 66: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs66:Supervisor:state",
          "evidence": "Round 66: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.988|served:47.988|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs66:Supervisor:act",
          "evidence": "Round 66: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs66:Supervisor:clear",
          "evidence": "Round 66: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs66:Supervisor:inventory_guard",
          "evidence": "Round 66: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs66:Supervisor:staff_guard",
          "evidence": "Round 66: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs66:Supervisor:payoff",
          "evidence": "Round 66: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs66:Supervisor:learner",
          "evidence": "Round 66: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.99 customer-unit demand, served 47.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.06. The online learner now forecasts 47.51 customer-units, targets 79.13 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.512|reorder_target_total:79.133|staff_forecast:47.373|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0289,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.065,
        "role": "supervisor",
        "round": 66,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.373,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs67:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs67:Buyer:signal",
          "evidence": "Round 67: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs67:Buyer:state",
          "evidence": "Round 67: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:43.338|served:43.338|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs67:Buyer:act",
          "evidence": "Round 67: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs67:Buyer:clear",
          "evidence": "Round 67: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs67:Buyer:inventory_guard",
          "evidence": "Round 67: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs67:Buyer:staff_guard",
          "evidence": "Round 67: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs67:Buyer:payoff",
          "evidence": "Round 67: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs67:Buyer:learner",
          "evidence": "Round 67: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.511|reorder_target_total:79.050|staff_forecast:46.243|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0277,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.108,
        "role": "inventory",
        "round": 67,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.243,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs67:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs67:Scheduler:signal",
          "evidence": "Round 67: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs67:Scheduler:state",
          "evidence": "Round 67: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:43.338|served:43.338|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs67:Scheduler:act",
          "evidence": "Round 67: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs67:Scheduler:clear",
          "evidence": "Round 67: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs67:Scheduler:inventory_guard",
          "evidence": "Round 67: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs67:Scheduler:staff_guard",
          "evidence": "Round 67: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs67:Scheduler:payoff",
          "evidence": "Round 67: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs67:Scheduler:learner",
          "evidence": "Round 67: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.511|reorder_target_total:79.050|staff_forecast:46.243|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0277,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.108,
        "role": "staffing",
        "round": 67,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.243,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs67:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs67:Clerk:signal",
          "evidence": "Round 67: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs67:Clerk:state",
          "evidence": "Round 67: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:43.338|served:43.338|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs67:Clerk:act",
          "evidence": "Round 67: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs67:Clerk:clear",
          "evidence": "Round 67: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs67:Clerk:inventory_guard",
          "evidence": "Round 67: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs67:Clerk:staff_guard",
          "evidence": "Round 67: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs67:Clerk:payoff",
          "evidence": "Round 67: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs67:Clerk:learner",
          "evidence": "Round 67: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.511|reorder_target_total:79.050|staff_forecast:46.243|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0277,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.108,
        "role": "checkout",
        "round": 67,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.243,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs67:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs67:Supervisor:signal",
          "evidence": "Round 67: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs67:Supervisor:state",
          "evidence": "Round 67: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:43.338|served:43.338|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs67:Supervisor:act",
          "evidence": "Round 67: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs67:Supervisor:clear",
          "evidence": "Round 67: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs67:Supervisor:inventory_guard",
          "evidence": "Round 67: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs67:Supervisor:staff_guard",
          "evidence": "Round 67: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs67:Supervisor:payoff",
          "evidence": "Round 67: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs67:Supervisor:learner",
          "evidence": "Round 67: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.34 customer-unit demand, served 43.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 26.11. The online learner now forecasts 46.51 customer-units, targets 79.05 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.511|reorder_target_total:79.050|staff_forecast:46.243|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0277,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.108,
        "role": "supervisor",
        "round": 67,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.243,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs68:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs68:Buyer:signal",
          "evidence": "Round 68: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs68:Buyer:state",
          "evidence": "Round 68: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:53.126|served:53.126|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs68:Buyer:act",
          "evidence": "Round 68: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs68:Buyer:clear",
          "evidence": "Round 68: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs68:Buyer:inventory_guard",
          "evidence": "Round 68: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs68:Buyer:staff_guard",
          "evidence": "Round 68: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs68:Buyer:payoff",
          "evidence": "Round 68: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs68:Buyer:learner",
          "evidence": "Round 68: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.098|reorder_target_total:79.006|staff_forecast:48.170|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0261,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 64.076,
        "role": "inventory",
        "round": 68,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.17,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs68:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs68:Scheduler:signal",
          "evidence": "Round 68: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs68:Scheduler:state",
          "evidence": "Round 68: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:53.126|served:53.126|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs68:Scheduler:act",
          "evidence": "Round 68: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs68:Scheduler:clear",
          "evidence": "Round 68: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs68:Scheduler:inventory_guard",
          "evidence": "Round 68: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs68:Scheduler:staff_guard",
          "evidence": "Round 68: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs68:Scheduler:payoff",
          "evidence": "Round 68: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs68:Scheduler:learner",
          "evidence": "Round 68: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.098|reorder_target_total:79.006|staff_forecast:48.170|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0261,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 64.076,
        "role": "staffing",
        "round": 68,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.17,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs68:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs68:Clerk:signal",
          "evidence": "Round 68: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs68:Clerk:state",
          "evidence": "Round 68: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:53.126|served:53.126|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs68:Clerk:act",
          "evidence": "Round 68: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs68:Clerk:clear",
          "evidence": "Round 68: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs68:Clerk:inventory_guard",
          "evidence": "Round 68: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs68:Clerk:staff_guard",
          "evidence": "Round 68: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs68:Clerk:payoff",
          "evidence": "Round 68: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs68:Clerk:learner",
          "evidence": "Round 68: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.098|reorder_target_total:79.006|staff_forecast:48.170|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0261,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 64.076,
        "role": "checkout",
        "round": 68,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.17,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs68:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs68:Supervisor:signal",
          "evidence": "Round 68: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs68:Supervisor:state",
          "evidence": "Round 68: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:53.126|served:53.126|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs68:Supervisor:act",
          "evidence": "Round 68: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs68:Supervisor:clear",
          "evidence": "Round 68: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs68:Supervisor:inventory_guard",
          "evidence": "Round 68: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs68:Supervisor:staff_guard",
          "evidence": "Round 68: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs68:Supervisor:payoff",
          "evidence": "Round 68: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs68:Supervisor:learner",
          "evidence": "Round 68: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.13 customer-unit demand, served 53.13, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 64.08. The online learner now forecasts 48.10 customer-units, targets 79.01 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.098|reorder_target_total:79.006|staff_forecast:48.170|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0261,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 64.076,
        "role": "supervisor",
        "round": 68,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.17,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs69:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs69:Buyer:signal",
          "evidence": "Round 69: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs69:Buyer:state",
          "evidence": "Round 69: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:51.367|served:51.367|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs69:Buyer:act",
          "evidence": "Round 69: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs69:Buyer:clear",
          "evidence": "Round 69: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs69:Buyer:inventory_guard",
          "evidence": "Round 69: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs69:Buyer:staff_guard",
          "evidence": "Round 69: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs69:Buyer:payoff",
          "evidence": "Round 69: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs69:Buyer:learner",
          "evidence": "Round 69: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.882|reorder_target_total:78.987|staff_forecast:49.065|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0281,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 57.817,
        "role": "inventory",
        "round": 69,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.065,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs69:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs69:Scheduler:signal",
          "evidence": "Round 69: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs69:Scheduler:state",
          "evidence": "Round 69: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:51.367|served:51.367|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs69:Scheduler:act",
          "evidence": "Round 69: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs69:Scheduler:clear",
          "evidence": "Round 69: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs69:Scheduler:inventory_guard",
          "evidence": "Round 69: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs69:Scheduler:staff_guard",
          "evidence": "Round 69: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs69:Scheduler:payoff",
          "evidence": "Round 69: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs69:Scheduler:learner",
          "evidence": "Round 69: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.882|reorder_target_total:78.987|staff_forecast:49.065|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0281,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 57.817,
        "role": "staffing",
        "round": 69,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.065,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs69:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs69:Clerk:signal",
          "evidence": "Round 69: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs69:Clerk:state",
          "evidence": "Round 69: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:51.367|served:51.367|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs69:Clerk:act",
          "evidence": "Round 69: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs69:Clerk:clear",
          "evidence": "Round 69: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs69:Clerk:inventory_guard",
          "evidence": "Round 69: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs69:Clerk:staff_guard",
          "evidence": "Round 69: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs69:Clerk:payoff",
          "evidence": "Round 69: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs69:Clerk:learner",
          "evidence": "Round 69: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.882|reorder_target_total:78.987|staff_forecast:49.065|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0281,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 57.817,
        "role": "checkout",
        "round": 69,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.065,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs69:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs69:Supervisor:signal",
          "evidence": "Round 69: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs69:Supervisor:state",
          "evidence": "Round 69: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:51.367|served:51.367|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs69:Supervisor:act",
          "evidence": "Round 69: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs69:Supervisor:clear",
          "evidence": "Round 69: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs69:Supervisor:inventory_guard",
          "evidence": "Round 69: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs69:Supervisor:staff_guard",
          "evidence": "Round 69: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs69:Supervisor:payoff",
          "evidence": "Round 69: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs69:Supervisor:learner",
          "evidence": "Round 69: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.37 customer-unit demand, served 51.37, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 57.82. The online learner now forecasts 48.88 customer-units, targets 78.99 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.882|reorder_target_total:78.987|staff_forecast:49.065|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0281,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 57.817,
        "role": "supervisor",
        "round": 69,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.065,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs70:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs70:Buyer:signal",
          "evidence": "Round 70: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs70:Buyer:state",
          "evidence": "Round 70: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:48.994|served:48.994|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs70:Buyer:act",
          "evidence": "Round 70: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs70:Buyer:clear",
          "evidence": "Round 70: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs70:Buyer:inventory_guard",
          "evidence": "Round 70: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs70:Buyer:staff_guard",
          "evidence": "Round 70: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs70:Buyer:payoff",
          "evidence": "Round 70: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs70:Buyer:learner",
          "evidence": "Round 70: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.909|reorder_target_total:78.960|staff_forecast:49.045|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.296,
        "role": "inventory",
        "round": 70,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.045,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs70:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs70:Scheduler:signal",
          "evidence": "Round 70: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs70:Scheduler:state",
          "evidence": "Round 70: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:48.994|served:48.994|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs70:Scheduler:act",
          "evidence": "Round 70: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs70:Scheduler:clear",
          "evidence": "Round 70: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs70:Scheduler:inventory_guard",
          "evidence": "Round 70: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs70:Scheduler:staff_guard",
          "evidence": "Round 70: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs70:Scheduler:payoff",
          "evidence": "Round 70: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs70:Scheduler:learner",
          "evidence": "Round 70: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.909|reorder_target_total:78.960|staff_forecast:49.045|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.296,
        "role": "staffing",
        "round": 70,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.045,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs70:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs70:Clerk:signal",
          "evidence": "Round 70: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs70:Clerk:state",
          "evidence": "Round 70: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:48.994|served:48.994|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs70:Clerk:act",
          "evidence": "Round 70: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs70:Clerk:clear",
          "evidence": "Round 70: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs70:Clerk:inventory_guard",
          "evidence": "Round 70: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs70:Clerk:staff_guard",
          "evidence": "Round 70: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs70:Clerk:payoff",
          "evidence": "Round 70: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs70:Clerk:learner",
          "evidence": "Round 70: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.909|reorder_target_total:78.960|staff_forecast:49.045|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.296,
        "role": "checkout",
        "round": 70,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.045,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs70:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs70:Supervisor:signal",
          "evidence": "Round 70: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs70:Supervisor:state",
          "evidence": "Round 70: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:48.994|served:48.994|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs70:Supervisor:act",
          "evidence": "Round 70: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs70:Supervisor:clear",
          "evidence": "Round 70: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs70:Supervisor:inventory_guard",
          "evidence": "Round 70: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs70:Supervisor:staff_guard",
          "evidence": "Round 70: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs70:Supervisor:payoff",
          "evidence": "Round 70: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs70:Supervisor:learner",
          "evidence": "Round 70: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.99 customer-unit demand, served 48.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 44.30. The online learner now forecasts 48.91 customer-units, targets 78.96 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.909|reorder_target_total:78.960|staff_forecast:49.045|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0316,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.296,
        "role": "supervisor",
        "round": 70,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.045,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs71:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs71:Buyer:signal",
          "evidence": "Round 71: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs71:Buyer:state",
          "evidence": "Round 71: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:43.473|served:43.473|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs71:Buyer:act",
          "evidence": "Round 71: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs71:Buyer:clear",
          "evidence": "Round 71: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs71:Buyer:inventory_guard",
          "evidence": "Round 71: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs71:Buyer:staff_guard",
          "evidence": "Round 71: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs71:Buyer:payoff",
          "evidence": "Round 71: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs71:Buyer:learner",
          "evidence": "Round 71: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.605|reorder_target_total:78.864|staff_forecast:47.485|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0278,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.368,
        "role": "inventory",
        "round": 71,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.485,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs71:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs71:Scheduler:signal",
          "evidence": "Round 71: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs71:Scheduler:state",
          "evidence": "Round 71: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:43.473|served:43.473|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs71:Scheduler:act",
          "evidence": "Round 71: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs71:Scheduler:clear",
          "evidence": "Round 71: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs71:Scheduler:inventory_guard",
          "evidence": "Round 71: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs71:Scheduler:staff_guard",
          "evidence": "Round 71: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs71:Scheduler:payoff",
          "evidence": "Round 71: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs71:Scheduler:learner",
          "evidence": "Round 71: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.605|reorder_target_total:78.864|staff_forecast:47.485|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0278,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.368,
        "role": "staffing",
        "round": 71,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.485,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs71:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs71:Clerk:signal",
          "evidence": "Round 71: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs71:Clerk:state",
          "evidence": "Round 71: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:43.473|served:43.473|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs71:Clerk:act",
          "evidence": "Round 71: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs71:Clerk:clear",
          "evidence": "Round 71: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs71:Clerk:inventory_guard",
          "evidence": "Round 71: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs71:Clerk:staff_guard",
          "evidence": "Round 71: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs71:Clerk:payoff",
          "evidence": "Round 71: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs71:Clerk:learner",
          "evidence": "Round 71: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.605|reorder_target_total:78.864|staff_forecast:47.485|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0278,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.368,
        "role": "checkout",
        "round": 71,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.485,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs71:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs71:Supervisor:signal",
          "evidence": "Round 71: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs71:Supervisor:state",
          "evidence": "Round 71: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:43.473|served:43.473|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs71:Supervisor:act",
          "evidence": "Round 71: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs71:Supervisor:clear",
          "evidence": "Round 71: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs71:Supervisor:inventory_guard",
          "evidence": "Round 71: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs71:Supervisor:staff_guard",
          "evidence": "Round 71: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs71:Supervisor:payoff",
          "evidence": "Round 71: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs71:Supervisor:learner",
          "evidence": "Round 71: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.47 customer-unit demand, served 43.47, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.37. The online learner now forecasts 47.61 customer-units, targets 78.86 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.605|reorder_target_total:78.864|staff_forecast:47.485|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0278,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.368,
        "role": "supervisor",
        "round": 71,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.485,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs72:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs72:Buyer:signal",
          "evidence": "Round 72: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs72:Buyer:state",
          "evidence": "Round 72: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:47.289|served:47.289|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs72:Buyer:act",
          "evidence": "Round 72: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs72:Buyer:clear",
          "evidence": "Round 72: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs72:Buyer:inventory_guard",
          "evidence": "Round 72: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs72:Buyer:staff_guard",
          "evidence": "Round 72: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs72:Buyer:payoff",
          "evidence": "Round 72: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs72:Buyer:learner",
          "evidence": "Round 72: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.528|reorder_target_total:78.812|staff_forecast:47.430|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0295,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.379,
        "role": "inventory",
        "round": 72,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.43,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs72:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs72:Scheduler:signal",
          "evidence": "Round 72: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs72:Scheduler:state",
          "evidence": "Round 72: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:47.289|served:47.289|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs72:Scheduler:act",
          "evidence": "Round 72: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs72:Scheduler:clear",
          "evidence": "Round 72: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs72:Scheduler:inventory_guard",
          "evidence": "Round 72: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs72:Scheduler:staff_guard",
          "evidence": "Round 72: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs72:Scheduler:payoff",
          "evidence": "Round 72: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs72:Scheduler:learner",
          "evidence": "Round 72: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.528|reorder_target_total:78.812|staff_forecast:47.430|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0295,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.379,
        "role": "staffing",
        "round": 72,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.43,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs72:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs72:Clerk:signal",
          "evidence": "Round 72: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs72:Clerk:state",
          "evidence": "Round 72: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:47.289|served:47.289|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs72:Clerk:act",
          "evidence": "Round 72: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs72:Clerk:clear",
          "evidence": "Round 72: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs72:Clerk:inventory_guard",
          "evidence": "Round 72: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs72:Clerk:staff_guard",
          "evidence": "Round 72: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs72:Clerk:payoff",
          "evidence": "Round 72: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs72:Clerk:learner",
          "evidence": "Round 72: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.528|reorder_target_total:78.812|staff_forecast:47.430|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0295,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.379,
        "role": "checkout",
        "round": 72,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.43,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs72:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs72:Supervisor:signal",
          "evidence": "Round 72: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs72:Supervisor:state",
          "evidence": "Round 72: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:47.289|served:47.289|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs72:Supervisor:act",
          "evidence": "Round 72: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs72:Supervisor:clear",
          "evidence": "Round 72: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs72:Supervisor:inventory_guard",
          "evidence": "Round 72: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs72:Supervisor:staff_guard",
          "evidence": "Round 72: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs72:Supervisor:payoff",
          "evidence": "Round 72: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs72:Supervisor:learner",
          "evidence": "Round 72: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.29 customer-unit demand, served 47.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.38. The online learner now forecasts 47.53 customer-units, targets 78.81 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.528|reorder_target_total:78.812|staff_forecast:47.430|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0295,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.379,
        "role": "supervisor",
        "round": 72,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.43,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs73:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs73:Buyer:signal",
          "evidence": "Round 73: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs73:Buyer:state",
          "evidence": "Round 73: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.076|served:41.076|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs73:Buyer:act",
          "evidence": "Round 73: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs73:Buyer:clear",
          "evidence": "Round 73: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs73:Buyer:inventory_guard",
          "evidence": "Round 73: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs73:Buyer:staff_guard",
          "evidence": "Round 73: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs73:Buyer:payoff",
          "evidence": "Round 73: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs73:Buyer:learner",
          "evidence": "Round 73: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.980|reorder_target_total:78.744|staff_forecast:45.651|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0282,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 17.296,
        "role": "inventory",
        "round": 73,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.651,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs73:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs73:Scheduler:signal",
          "evidence": "Round 73: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs73:Scheduler:state",
          "evidence": "Round 73: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.076|served:41.076|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs73:Scheduler:act",
          "evidence": "Round 73: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs73:Scheduler:clear",
          "evidence": "Round 73: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs73:Scheduler:inventory_guard",
          "evidence": "Round 73: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs73:Scheduler:staff_guard",
          "evidence": "Round 73: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs73:Scheduler:payoff",
          "evidence": "Round 73: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs73:Scheduler:learner",
          "evidence": "Round 73: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.980|reorder_target_total:78.744|staff_forecast:45.651|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0282,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 17.296,
        "role": "staffing",
        "round": 73,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.651,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs73:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs73:Clerk:signal",
          "evidence": "Round 73: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs73:Clerk:state",
          "evidence": "Round 73: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.076|served:41.076|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs73:Clerk:act",
          "evidence": "Round 73: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs73:Clerk:clear",
          "evidence": "Round 73: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs73:Clerk:inventory_guard",
          "evidence": "Round 73: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs73:Clerk:staff_guard",
          "evidence": "Round 73: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs73:Clerk:payoff",
          "evidence": "Round 73: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs73:Clerk:learner",
          "evidence": "Round 73: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.980|reorder_target_total:78.744|staff_forecast:45.651|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0282,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 17.296,
        "role": "checkout",
        "round": 73,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.651,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs73:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs73:Supervisor:signal",
          "evidence": "Round 73: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs73:Supervisor:state",
          "evidence": "Round 73: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.076|served:41.076|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs73:Supervisor:act",
          "evidence": "Round 73: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs73:Supervisor:clear",
          "evidence": "Round 73: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs73:Supervisor:inventory_guard",
          "evidence": "Round 73: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs73:Supervisor:staff_guard",
          "evidence": "Round 73: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs73:Supervisor:payoff",
          "evidence": "Round 73: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs73:Supervisor:learner",
          "evidence": "Round 73: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.08 customer-unit demand, served 41.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 17.30. The online learner now forecasts 45.98 customer-units, targets 78.74 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.980|reorder_target_total:78.744|staff_forecast:45.651|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0282,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 17.296,
        "role": "supervisor",
        "round": 73,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.651,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs74:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs74:Buyer:signal",
          "evidence": "Round 74: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs74:Buyer:state",
          "evidence": "Round 74: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:41.741|served:41.741|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs74:Buyer:act",
          "evidence": "Round 74: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs74:Buyer:clear",
          "evidence": "Round 74: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs74:Buyer:inventory_guard",
          "evidence": "Round 74: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs74:Buyer:staff_guard",
          "evidence": "Round 74: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs74:Buyer:payoff",
          "evidence": "Round 74: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs74:Buyer:learner",
          "evidence": "Round 74: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.963|reorder_target_total:78.678|staff_forecast:44.556|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0305,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.034,
        "role": "inventory",
        "round": 74,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.556,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs74:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs74:Scheduler:signal",
          "evidence": "Round 74: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs74:Scheduler:state",
          "evidence": "Round 74: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:41.741|served:41.741|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs74:Scheduler:act",
          "evidence": "Round 74: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs74:Scheduler:clear",
          "evidence": "Round 74: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs74:Scheduler:inventory_guard",
          "evidence": "Round 74: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs74:Scheduler:staff_guard",
          "evidence": "Round 74: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs74:Scheduler:payoff",
          "evidence": "Round 74: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs74:Scheduler:learner",
          "evidence": "Round 74: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.963|reorder_target_total:78.678|staff_forecast:44.556|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0305,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.034,
        "role": "staffing",
        "round": 74,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.556,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs74:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs74:Clerk:signal",
          "evidence": "Round 74: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs74:Clerk:state",
          "evidence": "Round 74: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:41.741|served:41.741|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs74:Clerk:act",
          "evidence": "Round 74: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs74:Clerk:clear",
          "evidence": "Round 74: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs74:Clerk:inventory_guard",
          "evidence": "Round 74: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs74:Clerk:staff_guard",
          "evidence": "Round 74: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs74:Clerk:payoff",
          "evidence": "Round 74: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs74:Clerk:learner",
          "evidence": "Round 74: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.963|reorder_target_total:78.678|staff_forecast:44.556|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0305,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.034,
        "role": "checkout",
        "round": 74,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.556,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs74:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs74:Supervisor:signal",
          "evidence": "Round 74: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs74:Supervisor:state",
          "evidence": "Round 74: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:41.741|served:41.741|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs74:Supervisor:act",
          "evidence": "Round 74: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs74:Supervisor:clear",
          "evidence": "Round 74: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs74:Supervisor:inventory_guard",
          "evidence": "Round 74: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs74:Supervisor:staff_guard",
          "evidence": "Round 74: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs74:Supervisor:payoff",
          "evidence": "Round 74: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs74:Supervisor:learner",
          "evidence": "Round 74: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.74 customer-unit demand, served 41.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 19.03. The online learner now forecasts 44.96 customer-units, targets 78.68 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.963|reorder_target_total:78.678|staff_forecast:44.556|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0305,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.034,
        "role": "supervisor",
        "round": 74,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.556,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs75:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs75:Buyer:signal",
          "evidence": "Round 75: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs75:Buyer:state",
          "evidence": "Round 75: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:54.578|served:54.578|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs75:Buyer:act",
          "evidence": "Round 75: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs75:Buyer:clear",
          "evidence": "Round 75: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs75:Buyer:inventory_guard",
          "evidence": "Round 75: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs75:Buyer:staff_guard",
          "evidence": "Round 75: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs75:Buyer:payoff",
          "evidence": "Round 75: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs75:Buyer:learner",
          "evidence": "Round 75: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.270|reorder_target_total:78.652|staff_forecast:47.362|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0294,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 68.567,
        "role": "inventory",
        "round": 75,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.362,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs75:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs75:Scheduler:signal",
          "evidence": "Round 75: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs75:Scheduler:state",
          "evidence": "Round 75: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:54.578|served:54.578|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs75:Scheduler:act",
          "evidence": "Round 75: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs75:Scheduler:clear",
          "evidence": "Round 75: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs75:Scheduler:inventory_guard",
          "evidence": "Round 75: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs75:Scheduler:staff_guard",
          "evidence": "Round 75: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs75:Scheduler:payoff",
          "evidence": "Round 75: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs75:Scheduler:learner",
          "evidence": "Round 75: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.270|reorder_target_total:78.652|staff_forecast:47.362|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0294,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 68.567,
        "role": "staffing",
        "round": 75,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.362,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs75:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs75:Clerk:signal",
          "evidence": "Round 75: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs75:Clerk:state",
          "evidence": "Round 75: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:54.578|served:54.578|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs75:Clerk:act",
          "evidence": "Round 75: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs75:Clerk:clear",
          "evidence": "Round 75: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs75:Clerk:inventory_guard",
          "evidence": "Round 75: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs75:Clerk:staff_guard",
          "evidence": "Round 75: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs75:Clerk:payoff",
          "evidence": "Round 75: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs75:Clerk:learner",
          "evidence": "Round 75: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.270|reorder_target_total:78.652|staff_forecast:47.362|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0294,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 68.567,
        "role": "checkout",
        "round": 75,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.362,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs75:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs75:Supervisor:signal",
          "evidence": "Round 75: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs75:Supervisor:state",
          "evidence": "Round 75: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:54.578|served:54.578|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs75:Supervisor:act",
          "evidence": "Round 75: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs75:Supervisor:clear",
          "evidence": "Round 75: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs75:Supervisor:inventory_guard",
          "evidence": "Round 75: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs75:Supervisor:staff_guard",
          "evidence": "Round 75: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs75:Supervisor:payoff",
          "evidence": "Round 75: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs75:Supervisor:learner",
          "evidence": "Round 75: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.58 customer-unit demand, served 54.58, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 68.57. The online learner now forecasts 47.27 customer-units, targets 78.65 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.270|reorder_target_total:78.652|staff_forecast:47.362|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0294,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 68.567,
        "role": "supervisor",
        "round": 75,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.362,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs76:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs76:Buyer:signal",
          "evidence": "Round 76: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs76:Buyer:state",
          "evidence": "Round 76: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.42|served:52.42|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs76:Buyer:act",
          "evidence": "Round 76: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs76:Buyer:clear",
          "evidence": "Round 76: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs76:Buyer:inventory_guard",
          "evidence": "Round 76: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs76:Buyer:staff_guard",
          "evidence": "Round 76: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs76:Buyer:payoff",
          "evidence": "Round 76: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs76:Buyer:learner",
          "evidence": "Round 76: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.507|reorder_target_total:78.637|staff_forecast:48.778|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0245,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 58.493,
        "role": "inventory",
        "round": 76,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.778,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs76:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs76:Scheduler:signal",
          "evidence": "Round 76: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs76:Scheduler:state",
          "evidence": "Round 76: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.42|served:52.42|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs76:Scheduler:act",
          "evidence": "Round 76: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs76:Scheduler:clear",
          "evidence": "Round 76: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs76:Scheduler:inventory_guard",
          "evidence": "Round 76: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs76:Scheduler:staff_guard",
          "evidence": "Round 76: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs76:Scheduler:payoff",
          "evidence": "Round 76: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs76:Scheduler:learner",
          "evidence": "Round 76: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.507|reorder_target_total:78.637|staff_forecast:48.778|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0245,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 58.493,
        "role": "staffing",
        "round": 76,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.778,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs76:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs76:Clerk:signal",
          "evidence": "Round 76: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs76:Clerk:state",
          "evidence": "Round 76: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.42|served:52.42|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs76:Clerk:act",
          "evidence": "Round 76: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs76:Clerk:clear",
          "evidence": "Round 76: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs76:Clerk:inventory_guard",
          "evidence": "Round 76: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs76:Clerk:staff_guard",
          "evidence": "Round 76: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs76:Clerk:payoff",
          "evidence": "Round 76: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs76:Clerk:learner",
          "evidence": "Round 76: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.507|reorder_target_total:78.637|staff_forecast:48.778|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0245,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 58.493,
        "role": "checkout",
        "round": 76,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.778,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs76:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs76:Supervisor:signal",
          "evidence": "Round 76: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs76:Supervisor:state",
          "evidence": "Round 76: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.42|served:52.42|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs76:Supervisor:act",
          "evidence": "Round 76: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs76:Supervisor:clear",
          "evidence": "Round 76: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs76:Supervisor:inventory_guard",
          "evidence": "Round 76: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs76:Supervisor:staff_guard",
          "evidence": "Round 76: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs76:Supervisor:payoff",
          "evidence": "Round 76: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs76:Supervisor:learner",
          "evidence": "Round 76: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.42 customer-unit demand, served 52.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 58.49. The online learner now forecasts 48.51 customer-units, targets 78.64 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.507|reorder_target_total:78.637|staff_forecast:48.778|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0245,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 58.493,
        "role": "supervisor",
        "round": 76,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.778,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs77:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs77:Buyer:signal",
          "evidence": "Round 77: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs77:Buyer:state",
          "evidence": "Round 77: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:46.917|served:46.917|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs77:Buyer:act",
          "evidence": "Round 77: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs77:Buyer:clear",
          "evidence": "Round 77: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs77:Buyer:inventory_guard",
          "evidence": "Round 77: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs77:Buyer:staff_guard",
          "evidence": "Round 77: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs77:Buyer:payoff",
          "evidence": "Round 77: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs77:Buyer:learner",
          "evidence": "Round 77: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.126|reorder_target_total:78.615|staff_forecast:48.257|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0255,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.161,
        "role": "inventory",
        "round": 77,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.257,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs77:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs77:Scheduler:signal",
          "evidence": "Round 77: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs77:Scheduler:state",
          "evidence": "Round 77: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:46.917|served:46.917|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs77:Scheduler:act",
          "evidence": "Round 77: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs77:Scheduler:clear",
          "evidence": "Round 77: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs77:Scheduler:inventory_guard",
          "evidence": "Round 77: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs77:Scheduler:staff_guard",
          "evidence": "Round 77: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs77:Scheduler:payoff",
          "evidence": "Round 77: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs77:Scheduler:learner",
          "evidence": "Round 77: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.126|reorder_target_total:78.615|staff_forecast:48.257|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0255,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.161,
        "role": "staffing",
        "round": 77,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.257,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs77:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs77:Clerk:signal",
          "evidence": "Round 77: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs77:Clerk:state",
          "evidence": "Round 77: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:46.917|served:46.917|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs77:Clerk:act",
          "evidence": "Round 77: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs77:Clerk:clear",
          "evidence": "Round 77: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs77:Clerk:inventory_guard",
          "evidence": "Round 77: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs77:Clerk:staff_guard",
          "evidence": "Round 77: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs77:Clerk:payoff",
          "evidence": "Round 77: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs77:Clerk:learner",
          "evidence": "Round 77: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.126|reorder_target_total:78.615|staff_forecast:48.257|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0255,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.161,
        "role": "checkout",
        "round": 77,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.257,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs77:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs77:Supervisor:signal",
          "evidence": "Round 77: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs77:Supervisor:state",
          "evidence": "Round 77: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:46.917|served:46.917|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs77:Supervisor:act",
          "evidence": "Round 77: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs77:Supervisor:clear",
          "evidence": "Round 77: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs77:Supervisor:inventory_guard",
          "evidence": "Round 77: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs77:Supervisor:staff_guard",
          "evidence": "Round 77: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs77:Supervisor:payoff",
          "evidence": "Round 77: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs77:Supervisor:learner",
          "evidence": "Round 77: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.92 customer-unit demand, served 46.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.16. The online learner now forecasts 48.13 customer-units, targets 78.62 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.126|reorder_target_total:78.615|staff_forecast:48.257|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0255,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.161,
        "role": "supervisor",
        "round": 77,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.257,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs78:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs78:Buyer:signal",
          "evidence": "Round 78: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs78:Buyer:state",
          "evidence": "Round 78: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:45.918|served:45.918|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs78:Buyer:act",
          "evidence": "Round 78: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs78:Buyer:clear",
          "evidence": "Round 78: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs78:Buyer:inventory_guard",
          "evidence": "Round 78: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs78:Buyer:staff_guard",
          "evidence": "Round 78: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs78:Buyer:payoff",
          "evidence": "Round 78: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs78:Buyer:learner",
          "evidence": "Round 78: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.595|reorder_target_total:78.568|staff_forecast:47.602|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0314,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.139,
        "role": "inventory",
        "round": 78,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.602,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs78:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs78:Scheduler:signal",
          "evidence": "Round 78: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs78:Scheduler:state",
          "evidence": "Round 78: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:45.918|served:45.918|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs78:Scheduler:act",
          "evidence": "Round 78: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs78:Scheduler:clear",
          "evidence": "Round 78: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs78:Scheduler:inventory_guard",
          "evidence": "Round 78: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs78:Scheduler:staff_guard",
          "evidence": "Round 78: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs78:Scheduler:payoff",
          "evidence": "Round 78: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs78:Scheduler:learner",
          "evidence": "Round 78: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.595|reorder_target_total:78.568|staff_forecast:47.602|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0314,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.139,
        "role": "staffing",
        "round": 78,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.602,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs78:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs78:Clerk:signal",
          "evidence": "Round 78: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs78:Clerk:state",
          "evidence": "Round 78: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:45.918|served:45.918|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs78:Clerk:act",
          "evidence": "Round 78: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs78:Clerk:clear",
          "evidence": "Round 78: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs78:Clerk:inventory_guard",
          "evidence": "Round 78: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs78:Clerk:staff_guard",
          "evidence": "Round 78: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs78:Clerk:payoff",
          "evidence": "Round 78: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs78:Clerk:learner",
          "evidence": "Round 78: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.595|reorder_target_total:78.568|staff_forecast:47.602|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0314,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.139,
        "role": "checkout",
        "round": 78,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.602,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs78:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs78:Supervisor:signal",
          "evidence": "Round 78: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs78:Supervisor:state",
          "evidence": "Round 78: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:45.918|served:45.918|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs78:Supervisor:act",
          "evidence": "Round 78: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs78:Supervisor:clear",
          "evidence": "Round 78: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs78:Supervisor:inventory_guard",
          "evidence": "Round 78: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs78:Supervisor:staff_guard",
          "evidence": "Round 78: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs78:Supervisor:payoff",
          "evidence": "Round 78: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs78:Supervisor:learner",
          "evidence": "Round 78: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.92 customer-unit demand, served 45.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.14. The online learner now forecasts 47.59 customer-units, targets 78.57 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.595|reorder_target_total:78.568|staff_forecast:47.602|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0314,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.139,
        "role": "supervisor",
        "round": 78,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.602,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs79:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs79:Buyer:signal",
          "evidence": "Round 79: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs79:Buyer:state",
          "evidence": "Round 79: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:40.896|served:40.896|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs79:Buyer:act",
          "evidence": "Round 79: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs79:Buyer:clear",
          "evidence": "Round 79: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs79:Buyer:inventory_guard",
          "evidence": "Round 79: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs79:Buyer:staff_guard",
          "evidence": "Round 79: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs79:Buyer:payoff",
          "evidence": "Round 79: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs79:Buyer:learner",
          "evidence": "Round 79: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.988|reorder_target_total:78.511|staff_forecast:45.724|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0301,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.726,
        "role": "inventory",
        "round": 79,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.724,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs79:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs79:Scheduler:signal",
          "evidence": "Round 79: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs79:Scheduler:state",
          "evidence": "Round 79: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:40.896|served:40.896|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs79:Scheduler:act",
          "evidence": "Round 79: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs79:Scheduler:clear",
          "evidence": "Round 79: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs79:Scheduler:inventory_guard",
          "evidence": "Round 79: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs79:Scheduler:staff_guard",
          "evidence": "Round 79: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs79:Scheduler:payoff",
          "evidence": "Round 79: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs79:Scheduler:learner",
          "evidence": "Round 79: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.988|reorder_target_total:78.511|staff_forecast:45.724|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0301,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.726,
        "role": "staffing",
        "round": 79,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.724,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs79:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs79:Clerk:signal",
          "evidence": "Round 79: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs79:Clerk:state",
          "evidence": "Round 79: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:40.896|served:40.896|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs79:Clerk:act",
          "evidence": "Round 79: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs79:Clerk:clear",
          "evidence": "Round 79: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs79:Clerk:inventory_guard",
          "evidence": "Round 79: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs79:Clerk:staff_guard",
          "evidence": "Round 79: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs79:Clerk:payoff",
          "evidence": "Round 79: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs79:Clerk:learner",
          "evidence": "Round 79: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.988|reorder_target_total:78.511|staff_forecast:45.724|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0301,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.726,
        "role": "checkout",
        "round": 79,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.724,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs79:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs79:Supervisor:signal",
          "evidence": "Round 79: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs79:Supervisor:state",
          "evidence": "Round 79: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:40.896|served:40.896|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs79:Supervisor:act",
          "evidence": "Round 79: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs79:Supervisor:clear",
          "evidence": "Round 79: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs79:Supervisor:inventory_guard",
          "evidence": "Round 79: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs79:Supervisor:staff_guard",
          "evidence": "Round 79: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs79:Supervisor:payoff",
          "evidence": "Round 79: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs79:Supervisor:learner",
          "evidence": "Round 79: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.90 customer-unit demand, served 40.90, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 13.73. The online learner now forecasts 45.99 customer-units, targets 78.51 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.988|reorder_target_total:78.511|staff_forecast:45.724|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0301,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.726,
        "role": "supervisor",
        "round": 79,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.724,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs80:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs80:Buyer:signal",
          "evidence": "Round 80: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs80:Buyer:state",
          "evidence": "Round 80: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:47.928|served:47.928|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs80:Buyer:act",
          "evidence": "Round 80: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs80:Buyer:clear",
          "evidence": "Round 80: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs80:Buyer:inventory_guard",
          "evidence": "Round 80: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs80:Buyer:staff_guard",
          "evidence": "Round 80: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs80:Buyer:payoff",
          "evidence": "Round 80: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs80:Buyer:learner",
          "evidence": "Round 80: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.454|reorder_target_total:78.457|staff_forecast:46.341|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0279,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.024,
        "role": "inventory",
        "round": 80,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.341,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs80:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs80:Scheduler:signal",
          "evidence": "Round 80: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs80:Scheduler:state",
          "evidence": "Round 80: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:47.928|served:47.928|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs80:Scheduler:act",
          "evidence": "Round 80: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs80:Scheduler:clear",
          "evidence": "Round 80: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs80:Scheduler:inventory_guard",
          "evidence": "Round 80: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs80:Scheduler:staff_guard",
          "evidence": "Round 80: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs80:Scheduler:payoff",
          "evidence": "Round 80: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs80:Scheduler:learner",
          "evidence": "Round 80: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.454|reorder_target_total:78.457|staff_forecast:46.341|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0279,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.024,
        "role": "staffing",
        "round": 80,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.341,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs80:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs80:Clerk:signal",
          "evidence": "Round 80: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs80:Clerk:state",
          "evidence": "Round 80: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:47.928|served:47.928|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs80:Clerk:act",
          "evidence": "Round 80: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs80:Clerk:clear",
          "evidence": "Round 80: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs80:Clerk:inventory_guard",
          "evidence": "Round 80: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs80:Clerk:staff_guard",
          "evidence": "Round 80: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs80:Clerk:payoff",
          "evidence": "Round 80: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs80:Clerk:learner",
          "evidence": "Round 80: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.454|reorder_target_total:78.457|staff_forecast:46.341|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0279,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.024,
        "role": "checkout",
        "round": 80,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.341,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs80:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs80:Supervisor:signal",
          "evidence": "Round 80: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs80:Supervisor:state",
          "evidence": "Round 80: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:47.928|served:47.928|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs80:Supervisor:act",
          "evidence": "Round 80: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs80:Supervisor:clear",
          "evidence": "Round 80: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs80:Supervisor:inventory_guard",
          "evidence": "Round 80: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs80:Supervisor:staff_guard",
          "evidence": "Round 80: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs80:Supervisor:payoff",
          "evidence": "Round 80: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs80:Supervisor:learner",
          "evidence": "Round 80: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.93 customer-unit demand, served 47.93, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 45.02. The online learner now forecasts 46.45 customer-units, targets 78.46 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.454|reorder_target_total:78.457|staff_forecast:46.341|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0279,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.024,
        "role": "supervisor",
        "round": 80,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.341,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs81:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs81:Buyer:signal",
          "evidence": "Round 81: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs81:Buyer:state",
          "evidence": "Round 81: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:40.244|served:40.244|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs81:Buyer:act",
          "evidence": "Round 81: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs81:Buyer:clear",
          "evidence": "Round 81: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs81:Buyer:inventory_guard",
          "evidence": "Round 81: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs81:Buyer:staff_guard",
          "evidence": "Round 81: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs81:Buyer:payoff",
          "evidence": "Round 81: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs81:Buyer:learner",
          "evidence": "Round 81: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.964|reorder_target_total:78.368|staff_forecast:44.634|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0266,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 11.518,
        "role": "inventory",
        "round": 81,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.634,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs81:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs81:Scheduler:signal",
          "evidence": "Round 81: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs81:Scheduler:state",
          "evidence": "Round 81: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:40.244|served:40.244|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs81:Scheduler:act",
          "evidence": "Round 81: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs81:Scheduler:clear",
          "evidence": "Round 81: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs81:Scheduler:inventory_guard",
          "evidence": "Round 81: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs81:Scheduler:staff_guard",
          "evidence": "Round 81: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs81:Scheduler:payoff",
          "evidence": "Round 81: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs81:Scheduler:learner",
          "evidence": "Round 81: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.964|reorder_target_total:78.368|staff_forecast:44.634|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0266,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 11.518,
        "role": "staffing",
        "round": 81,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.634,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs81:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs81:Clerk:signal",
          "evidence": "Round 81: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs81:Clerk:state",
          "evidence": "Round 81: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:40.244|served:40.244|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs81:Clerk:act",
          "evidence": "Round 81: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs81:Clerk:clear",
          "evidence": "Round 81: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs81:Clerk:inventory_guard",
          "evidence": "Round 81: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs81:Clerk:staff_guard",
          "evidence": "Round 81: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs81:Clerk:payoff",
          "evidence": "Round 81: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs81:Clerk:learner",
          "evidence": "Round 81: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.964|reorder_target_total:78.368|staff_forecast:44.634|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0266,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 11.518,
        "role": "checkout",
        "round": 81,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.634,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs81:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs81:Supervisor:signal",
          "evidence": "Round 81: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs81:Supervisor:state",
          "evidence": "Round 81: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:40.244|served:40.244|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs81:Supervisor:act",
          "evidence": "Round 81: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs81:Supervisor:clear",
          "evidence": "Round 81: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs81:Supervisor:inventory_guard",
          "evidence": "Round 81: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs81:Supervisor:staff_guard",
          "evidence": "Round 81: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs81:Supervisor:payoff",
          "evidence": "Round 81: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs81:Supervisor:learner",
          "evidence": "Round 81: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.24 customer-unit demand, served 40.24, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 11.52. The online learner now forecasts 44.96 customer-units, targets 78.37 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.964|reorder_target_total:78.368|staff_forecast:44.634|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0266,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 11.518,
        "role": "supervisor",
        "round": 81,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.634,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs82:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs82:Buyer:signal",
          "evidence": "Round 82: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs82:Buyer:state",
          "evidence": "Round 82: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:56.663|served:56.663|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs82:Buyer:act",
          "evidence": "Round 82: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs82:Buyer:clear",
          "evidence": "Round 82: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs82:Buyer:inventory_guard",
          "evidence": "Round 82: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs82:Buyer:staff_guard",
          "evidence": "Round 82: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs82:Buyer:payoff",
          "evidence": "Round 82: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs82:Buyer:learner",
          "evidence": "Round 82: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.771|reorder_target_total:78.348|staff_forecast:48.002|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0196,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 78.77,
        "role": "inventory",
        "round": 82,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.002,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs82:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs82:Scheduler:signal",
          "evidence": "Round 82: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs82:Scheduler:state",
          "evidence": "Round 82: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:56.663|served:56.663|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs82:Scheduler:act",
          "evidence": "Round 82: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs82:Scheduler:clear",
          "evidence": "Round 82: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs82:Scheduler:inventory_guard",
          "evidence": "Round 82: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs82:Scheduler:staff_guard",
          "evidence": "Round 82: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs82:Scheduler:payoff",
          "evidence": "Round 82: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs82:Scheduler:learner",
          "evidence": "Round 82: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.771|reorder_target_total:78.348|staff_forecast:48.002|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0196,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 78.77,
        "role": "staffing",
        "round": 82,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.002,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs82:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs82:Clerk:signal",
          "evidence": "Round 82: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs82:Clerk:state",
          "evidence": "Round 82: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:56.663|served:56.663|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs82:Clerk:act",
          "evidence": "Round 82: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs82:Clerk:clear",
          "evidence": "Round 82: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs82:Clerk:inventory_guard",
          "evidence": "Round 82: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs82:Clerk:staff_guard",
          "evidence": "Round 82: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs82:Clerk:payoff",
          "evidence": "Round 82: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs82:Clerk:learner",
          "evidence": "Round 82: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.771|reorder_target_total:78.348|staff_forecast:48.002|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0196,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 78.77,
        "role": "checkout",
        "round": 82,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.002,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs82:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs82:Supervisor:signal",
          "evidence": "Round 82: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs82:Supervisor:state",
          "evidence": "Round 82: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:56.663|served:56.663|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs82:Supervisor:act",
          "evidence": "Round 82: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs82:Supervisor:clear",
          "evidence": "Round 82: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs82:Supervisor:inventory_guard",
          "evidence": "Round 82: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs82:Supervisor:staff_guard",
          "evidence": "Round 82: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs82:Supervisor:payoff",
          "evidence": "Round 82: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs82:Supervisor:learner",
          "evidence": "Round 82: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.66 customer-unit demand, served 56.66, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.77. The online learner now forecasts 47.77 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.771|reorder_target_total:78.348|staff_forecast:48.002|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0196,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 78.77,
        "role": "supervisor",
        "round": 82,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.002,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs83:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs83:Buyer:signal",
          "evidence": "Round 83: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs83:Buyer:state",
          "evidence": "Round 83: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.695|served:56.695|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs83:Buyer:act",
          "evidence": "Round 83: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs83:Buyer:clear",
          "evidence": "Round 83: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs83:Buyer:inventory_guard",
          "evidence": "Round 83: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs83:Buyer:staff_guard",
          "evidence": "Round 83: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs83:Buyer:payoff",
          "evidence": "Round 83: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs83:Buyer:learner",
          "evidence": "Round 83: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.912|reorder_target_total:78.347|staff_forecast:50.436|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0218,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 78.245,
        "role": "inventory",
        "round": 83,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.436,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs83:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs83:Scheduler:signal",
          "evidence": "Round 83: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs83:Scheduler:state",
          "evidence": "Round 83: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.695|served:56.695|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs83:Scheduler:act",
          "evidence": "Round 83: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs83:Scheduler:clear",
          "evidence": "Round 83: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs83:Scheduler:inventory_guard",
          "evidence": "Round 83: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs83:Scheduler:staff_guard",
          "evidence": "Round 83: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs83:Scheduler:payoff",
          "evidence": "Round 83: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs83:Scheduler:learner",
          "evidence": "Round 83: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.912|reorder_target_total:78.347|staff_forecast:50.436|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0218,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 78.245,
        "role": "staffing",
        "round": 83,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.436,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs83:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs83:Clerk:signal",
          "evidence": "Round 83: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs83:Clerk:state",
          "evidence": "Round 83: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.695|served:56.695|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs83:Clerk:act",
          "evidence": "Round 83: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs83:Clerk:clear",
          "evidence": "Round 83: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs83:Clerk:inventory_guard",
          "evidence": "Round 83: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs83:Clerk:staff_guard",
          "evidence": "Round 83: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs83:Clerk:payoff",
          "evidence": "Round 83: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs83:Clerk:learner",
          "evidence": "Round 83: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.912|reorder_target_total:78.347|staff_forecast:50.436|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0218,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 78.245,
        "role": "checkout",
        "round": 83,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.436,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs83:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs83:Supervisor:signal",
          "evidence": "Round 83: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs83:Supervisor:state",
          "evidence": "Round 83: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.695|served:56.695|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs83:Supervisor:act",
          "evidence": "Round 83: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs83:Supervisor:clear",
          "evidence": "Round 83: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs83:Supervisor:inventory_guard",
          "evidence": "Round 83: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs83:Supervisor:staff_guard",
          "evidence": "Round 83: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs83:Supervisor:payoff",
          "evidence": "Round 83: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs83:Supervisor:learner",
          "evidence": "Round 83: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.70 customer-unit demand, served 56.70, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 78.25. The online learner now forecasts 49.91 customer-units, targets 78.35 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.912|reorder_target_total:78.347|staff_forecast:50.436|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0218,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 78.245,
        "role": "supervisor",
        "round": 83,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.436,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs84:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs84:Buyer:signal",
          "evidence": "Round 84: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs84:Buyer:state",
          "evidence": "Round 84: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:50.291|served:50.291|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs84:Buyer:act",
          "evidence": "Round 84: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs84:Buyer:clear",
          "evidence": "Round 84: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs84:Buyer:inventory_guard",
          "evidence": "Round 84: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs84:Buyer:staff_guard",
          "evidence": "Round 84: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs84:Buyer:payoff",
          "evidence": "Round 84: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs84:Buyer:learner",
          "evidence": "Round 84: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.002|reorder_target_total:78.343|staff_forecast:50.395|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0251,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 49.911,
        "role": "inventory",
        "round": 84,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.395,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs84:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs84:Scheduler:signal",
          "evidence": "Round 84: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs84:Scheduler:state",
          "evidence": "Round 84: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:50.291|served:50.291|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs84:Scheduler:act",
          "evidence": "Round 84: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs84:Scheduler:clear",
          "evidence": "Round 84: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs84:Scheduler:inventory_guard",
          "evidence": "Round 84: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs84:Scheduler:staff_guard",
          "evidence": "Round 84: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs84:Scheduler:payoff",
          "evidence": "Round 84: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs84:Scheduler:learner",
          "evidence": "Round 84: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.002|reorder_target_total:78.343|staff_forecast:50.395|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0251,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 49.911,
        "role": "staffing",
        "round": 84,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.395,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs84:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs84:Clerk:signal",
          "evidence": "Round 84: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs84:Clerk:state",
          "evidence": "Round 84: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:50.291|served:50.291|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs84:Clerk:act",
          "evidence": "Round 84: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs84:Clerk:clear",
          "evidence": "Round 84: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs84:Clerk:inventory_guard",
          "evidence": "Round 84: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs84:Clerk:staff_guard",
          "evidence": "Round 84: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs84:Clerk:payoff",
          "evidence": "Round 84: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs84:Clerk:learner",
          "evidence": "Round 84: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.002|reorder_target_total:78.343|staff_forecast:50.395|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0251,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 49.911,
        "role": "checkout",
        "round": 84,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.395,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs84:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs84:Supervisor:signal",
          "evidence": "Round 84: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs84:Supervisor:state",
          "evidence": "Round 84: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:50.291|served:50.291|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs84:Supervisor:act",
          "evidence": "Round 84: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs84:Supervisor:clear",
          "evidence": "Round 84: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs84:Supervisor:inventory_guard",
          "evidence": "Round 84: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs84:Supervisor:staff_guard",
          "evidence": "Round 84: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs84:Supervisor:payoff",
          "evidence": "Round 84: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs84:Supervisor:learner",
          "evidence": "Round 84: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.29 customer-unit demand, served 50.29, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 49.91. The online learner now forecasts 50.00 customer-units, targets 78.34 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.002|reorder_target_total:78.343|staff_forecast:50.395|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0251,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 49.911,
        "role": "supervisor",
        "round": 84,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.395,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs85:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs85:Buyer:signal",
          "evidence": "Round 85: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs85:Buyer:state",
          "evidence": "Round 85: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:46.51|served:46.51|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs85:Buyer:act",
          "evidence": "Round 85: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs85:Buyer:clear",
          "evidence": "Round 85: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs85:Buyer:inventory_guard",
          "evidence": "Round 85: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs85:Buyer:staff_guard",
          "evidence": "Round 85: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs85:Buyer:payoff",
          "evidence": "Round 85: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs85:Buyer:learner",
          "evidence": "Round 85: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.164|reorder_target_total:78.329|staff_forecast:49.307|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0278,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.266,
        "role": "inventory",
        "round": 85,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.307,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs85:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs85:Scheduler:signal",
          "evidence": "Round 85: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs85:Scheduler:state",
          "evidence": "Round 85: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:46.51|served:46.51|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs85:Scheduler:act",
          "evidence": "Round 85: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs85:Scheduler:clear",
          "evidence": "Round 85: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs85:Scheduler:inventory_guard",
          "evidence": "Round 85: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs85:Scheduler:staff_guard",
          "evidence": "Round 85: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs85:Scheduler:payoff",
          "evidence": "Round 85: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs85:Scheduler:learner",
          "evidence": "Round 85: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.164|reorder_target_total:78.329|staff_forecast:49.307|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0278,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.266,
        "role": "staffing",
        "round": 85,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.307,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs85:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs85:Clerk:signal",
          "evidence": "Round 85: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs85:Clerk:state",
          "evidence": "Round 85: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:46.51|served:46.51|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs85:Clerk:act",
          "evidence": "Round 85: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs85:Clerk:clear",
          "evidence": "Round 85: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs85:Clerk:inventory_guard",
          "evidence": "Round 85: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs85:Clerk:staff_guard",
          "evidence": "Round 85: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs85:Clerk:payoff",
          "evidence": "Round 85: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs85:Clerk:learner",
          "evidence": "Round 85: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.164|reorder_target_total:78.329|staff_forecast:49.307|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0278,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.266,
        "role": "checkout",
        "round": 85,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.307,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs85:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs85:Supervisor:signal",
          "evidence": "Round 85: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs85:Supervisor:state",
          "evidence": "Round 85: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:46.51|served:46.51|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs85:Supervisor:act",
          "evidence": "Round 85: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs85:Supervisor:clear",
          "evidence": "Round 85: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs85:Supervisor:inventory_guard",
          "evidence": "Round 85: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs85:Supervisor:staff_guard",
          "evidence": "Round 85: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs85:Supervisor:payoff",
          "evidence": "Round 85: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs85:Supervisor:learner",
          "evidence": "Round 85: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.51 customer-unit demand, served 46.51, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.27. The online learner now forecasts 49.16 customer-units, targets 78.33 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.164|reorder_target_total:78.329|staff_forecast:49.307|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0278,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.266,
        "role": "supervisor",
        "round": 85,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.307,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs86:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs86:Buyer:signal",
          "evidence": "Round 86: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs86:Buyer:state",
          "evidence": "Round 86: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:45.739|served:45.739|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs86:Buyer:act",
          "evidence": "Round 86: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs86:Buyer:clear",
          "evidence": "Round 86: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs86:Buyer:inventory_guard",
          "evidence": "Round 86: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs86:Buyer:staff_guard",
          "evidence": "Round 86: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs86:Buyer:payoff",
          "evidence": "Round 86: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs86:Buyer:learner",
          "evidence": "Round 86: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.342|reorder_target_total:78.319|staff_forecast:48.308|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.873,
        "role": "inventory",
        "round": 86,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.308,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs86:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs86:Scheduler:signal",
          "evidence": "Round 86: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs86:Scheduler:state",
          "evidence": "Round 86: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:45.739|served:45.739|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs86:Scheduler:act",
          "evidence": "Round 86: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs86:Scheduler:clear",
          "evidence": "Round 86: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs86:Scheduler:inventory_guard",
          "evidence": "Round 86: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs86:Scheduler:staff_guard",
          "evidence": "Round 86: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs86:Scheduler:payoff",
          "evidence": "Round 86: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs86:Scheduler:learner",
          "evidence": "Round 86: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.342|reorder_target_total:78.319|staff_forecast:48.308|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.873,
        "role": "staffing",
        "round": 86,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.308,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs86:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs86:Clerk:signal",
          "evidence": "Round 86: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs86:Clerk:state",
          "evidence": "Round 86: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:45.739|served:45.739|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs86:Clerk:act",
          "evidence": "Round 86: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs86:Clerk:clear",
          "evidence": "Round 86: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs86:Clerk:inventory_guard",
          "evidence": "Round 86: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs86:Clerk:staff_guard",
          "evidence": "Round 86: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs86:Clerk:payoff",
          "evidence": "Round 86: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs86:Clerk:learner",
          "evidence": "Round 86: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.342|reorder_target_total:78.319|staff_forecast:48.308|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.873,
        "role": "checkout",
        "round": 86,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.308,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs86:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs86:Supervisor:signal",
          "evidence": "Round 86: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs86:Supervisor:state",
          "evidence": "Round 86: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:45.739|served:45.739|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs86:Supervisor:act",
          "evidence": "Round 86: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs86:Supervisor:clear",
          "evidence": "Round 86: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs86:Supervisor:inventory_guard",
          "evidence": "Round 86: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs86:Supervisor:staff_guard",
          "evidence": "Round 86: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs86:Supervisor:payoff",
          "evidence": "Round 86: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs86:Supervisor:learner",
          "evidence": "Round 86: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.74 customer-unit demand, served 45.74, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 36.87. The online learner now forecasts 48.34 customer-units, targets 78.32 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.342|reorder_target_total:78.319|staff_forecast:48.308|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 36.873,
        "role": "supervisor",
        "round": 86,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.308,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs87:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs87:Buyer:signal",
          "evidence": "Round 87: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs87:Buyer:state",
          "evidence": "Round 87: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:46.516|served:46.516|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs87:Buyer:act",
          "evidence": "Round 87: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs87:Buyer:clear",
          "evidence": "Round 87: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs87:Buyer:inventory_guard",
          "evidence": "Round 87: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs87:Buyer:staff_guard",
          "evidence": "Round 87: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs87:Buyer:payoff",
          "evidence": "Round 87: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs87:Buyer:learner",
          "evidence": "Round 87: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.904|reorder_target_total:78.299|staff_forecast:47.806|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0274,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.48,
        "role": "inventory",
        "round": 87,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.806,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs87:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs87:Scheduler:signal",
          "evidence": "Round 87: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs87:Scheduler:state",
          "evidence": "Round 87: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:46.516|served:46.516|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs87:Scheduler:act",
          "evidence": "Round 87: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs87:Scheduler:clear",
          "evidence": "Round 87: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs87:Scheduler:inventory_guard",
          "evidence": "Round 87: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs87:Scheduler:staff_guard",
          "evidence": "Round 87: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs87:Scheduler:payoff",
          "evidence": "Round 87: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs87:Scheduler:learner",
          "evidence": "Round 87: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.904|reorder_target_total:78.299|staff_forecast:47.806|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0274,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.48,
        "role": "staffing",
        "round": 87,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.806,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs87:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs87:Clerk:signal",
          "evidence": "Round 87: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs87:Clerk:state",
          "evidence": "Round 87: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:46.516|served:46.516|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs87:Clerk:act",
          "evidence": "Round 87: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs87:Clerk:clear",
          "evidence": "Round 87: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs87:Clerk:inventory_guard",
          "evidence": "Round 87: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs87:Clerk:staff_guard",
          "evidence": "Round 87: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs87:Clerk:payoff",
          "evidence": "Round 87: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs87:Clerk:learner",
          "evidence": "Round 87: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.904|reorder_target_total:78.299|staff_forecast:47.806|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0274,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.48,
        "role": "checkout",
        "round": 87,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.806,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs87:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs87:Supervisor:signal",
          "evidence": "Round 87: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs87:Supervisor:state",
          "evidence": "Round 87: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:46.516|served:46.516|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs87:Supervisor:act",
          "evidence": "Round 87: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs87:Supervisor:clear",
          "evidence": "Round 87: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs87:Supervisor:inventory_guard",
          "evidence": "Round 87: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs87:Supervisor:staff_guard",
          "evidence": "Round 87: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs87:Supervisor:payoff",
          "evidence": "Round 87: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs87:Supervisor:learner",
          "evidence": "Round 87: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 39.48. The online learner now forecasts 47.90 customer-units, targets 78.30 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.904|reorder_target_total:78.299|staff_forecast:47.806|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0274,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.48,
        "role": "supervisor",
        "round": 87,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.806,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs88:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs88:Buyer:signal",
          "evidence": "Round 88: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs88:Buyer:state",
          "evidence": "Round 88: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:47.998|served:47.998|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs88:Buyer:act",
          "evidence": "Round 88: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs88:Buyer:clear",
          "evidence": "Round 88: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs88:Buyer:inventory_guard",
          "evidence": "Round 88: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs88:Buyer:staff_guard",
          "evidence": "Round 88: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs88:Buyer:payoff",
          "evidence": "Round 88: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs88:Buyer:learner",
          "evidence": "Round 88: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.926|reorder_target_total:78.278|staff_forecast:47.860|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.024,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 41.81,
        "role": "inventory",
        "round": 88,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.86,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs88:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs88:Scheduler:signal",
          "evidence": "Round 88: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs88:Scheduler:state",
          "evidence": "Round 88: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:47.998|served:47.998|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs88:Scheduler:act",
          "evidence": "Round 88: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs88:Scheduler:clear",
          "evidence": "Round 88: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs88:Scheduler:inventory_guard",
          "evidence": "Round 88: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs88:Scheduler:staff_guard",
          "evidence": "Round 88: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs88:Scheduler:payoff",
          "evidence": "Round 88: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs88:Scheduler:learner",
          "evidence": "Round 88: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.926|reorder_target_total:78.278|staff_forecast:47.860|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.024,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 41.81,
        "role": "staffing",
        "round": 88,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.86,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs88:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs88:Clerk:signal",
          "evidence": "Round 88: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs88:Clerk:state",
          "evidence": "Round 88: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:47.998|served:47.998|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs88:Clerk:act",
          "evidence": "Round 88: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs88:Clerk:clear",
          "evidence": "Round 88: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs88:Clerk:inventory_guard",
          "evidence": "Round 88: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs88:Clerk:staff_guard",
          "evidence": "Round 88: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs88:Clerk:payoff",
          "evidence": "Round 88: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs88:Clerk:learner",
          "evidence": "Round 88: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.926|reorder_target_total:78.278|staff_forecast:47.860|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.024,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 41.81,
        "role": "checkout",
        "round": 88,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.86,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs88:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs88:Supervisor:signal",
          "evidence": "Round 88: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs88:Supervisor:state",
          "evidence": "Round 88: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:47.998|served:47.998|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs88:Supervisor:act",
          "evidence": "Round 88: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs88:Supervisor:clear",
          "evidence": "Round 88: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs88:Supervisor:inventory_guard",
          "evidence": "Round 88: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs88:Supervisor:staff_guard",
          "evidence": "Round 88: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs88:Supervisor:payoff",
          "evidence": "Round 88: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs88:Supervisor:learner",
          "evidence": "Round 88: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.00 customer-unit demand, served 48.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.81. The online learner now forecasts 47.93 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.926|reorder_target_total:78.278|staff_forecast:47.860|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.024,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 41.81,
        "role": "supervisor",
        "round": 88,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.86,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs89:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs89:Buyer:signal",
          "evidence": "Round 89: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs89:Buyer:state",
          "evidence": "Round 89: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:53.274|served:53.274|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs89:Buyer:act",
          "evidence": "Round 89: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs89:Buyer:clear",
          "evidence": "Round 89: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs89:Buyer:inventory_guard",
          "evidence": "Round 89: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs89:Buyer:staff_guard",
          "evidence": "Round 89: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs89:Buyer:payoff",
          "evidence": "Round 89: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs89:Buyer:learner",
          "evidence": "Round 89: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.210|reorder_target_total:78.265|staff_forecast:49.376|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.022,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.528,
        "role": "inventory",
        "round": 89,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.376,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs89:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs89:Scheduler:signal",
          "evidence": "Round 89: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs89:Scheduler:state",
          "evidence": "Round 89: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:53.274|served:53.274|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs89:Scheduler:act",
          "evidence": "Round 89: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs89:Scheduler:clear",
          "evidence": "Round 89: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs89:Scheduler:inventory_guard",
          "evidence": "Round 89: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs89:Scheduler:staff_guard",
          "evidence": "Round 89: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs89:Scheduler:payoff",
          "evidence": "Round 89: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs89:Scheduler:learner",
          "evidence": "Round 89: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.210|reorder_target_total:78.265|staff_forecast:49.376|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.022,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.528,
        "role": "staffing",
        "round": 89,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.376,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs89:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs89:Clerk:signal",
          "evidence": "Round 89: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs89:Clerk:state",
          "evidence": "Round 89: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:53.274|served:53.274|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs89:Clerk:act",
          "evidence": "Round 89: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs89:Clerk:clear",
          "evidence": "Round 89: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs89:Clerk:inventory_guard",
          "evidence": "Round 89: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs89:Clerk:staff_guard",
          "evidence": "Round 89: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs89:Clerk:payoff",
          "evidence": "Round 89: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs89:Clerk:learner",
          "evidence": "Round 89: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.210|reorder_target_total:78.265|staff_forecast:49.376|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.022,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.528,
        "role": "checkout",
        "round": 89,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.376,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs89:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs89:Supervisor:signal",
          "evidence": "Round 89: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs89:Supervisor:state",
          "evidence": "Round 89: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:53.274|served:53.274|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs89:Supervisor:act",
          "evidence": "Round 89: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs89:Supervisor:clear",
          "evidence": "Round 89: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs89:Supervisor:inventory_guard",
          "evidence": "Round 89: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs89:Supervisor:staff_guard",
          "evidence": "Round 89: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs89:Supervisor:payoff",
          "evidence": "Round 89: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs89:Supervisor:learner",
          "evidence": "Round 89: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.27 customer-unit demand, served 53.27, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.53. The online learner now forecasts 49.21 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.210|reorder_target_total:78.265|staff_forecast:49.376|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.022,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.528,
        "role": "supervisor",
        "round": 89,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.376,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs90:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs90:Buyer:signal",
          "evidence": "Round 90: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs90:Buyer:state",
          "evidence": "Round 90: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.546|served:58.546|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs90:Buyer:act",
          "evidence": "Round 90: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs90:Buyer:clear",
          "evidence": "Round 90: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs90:Buyer:inventory_guard",
          "evidence": "Round 90: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs90:Buyer:staff_guard",
          "evidence": "Round 90: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs90:Buyer:payoff",
          "evidence": "Round 90: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs90:Buyer:learner",
          "evidence": "Round 90: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.452|reorder_target_total:78.283|staff_forecast:51.944|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0299,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.264,
        "role": "inventory",
        "round": 90,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.944,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs90:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs90:Scheduler:signal",
          "evidence": "Round 90: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs90:Scheduler:state",
          "evidence": "Round 90: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.546|served:58.546|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs90:Scheduler:act",
          "evidence": "Round 90: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs90:Scheduler:clear",
          "evidence": "Round 90: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs90:Scheduler:inventory_guard",
          "evidence": "Round 90: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs90:Scheduler:staff_guard",
          "evidence": "Round 90: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs90:Scheduler:payoff",
          "evidence": "Round 90: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs90:Scheduler:learner",
          "evidence": "Round 90: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.452|reorder_target_total:78.283|staff_forecast:51.944|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0299,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.264,
        "role": "staffing",
        "round": 90,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.944,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs90:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs90:Clerk:signal",
          "evidence": "Round 90: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs90:Clerk:state",
          "evidence": "Round 90: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.546|served:58.546|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs90:Clerk:act",
          "evidence": "Round 90: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs90:Clerk:clear",
          "evidence": "Round 90: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs90:Clerk:inventory_guard",
          "evidence": "Round 90: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs90:Clerk:staff_guard",
          "evidence": "Round 90: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs90:Clerk:payoff",
          "evidence": "Round 90: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs90:Clerk:learner",
          "evidence": "Round 90: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.452|reorder_target_total:78.283|staff_forecast:51.944|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0299,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.264,
        "role": "checkout",
        "round": 90,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.944,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs90:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs90:Supervisor:signal",
          "evidence": "Round 90: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs90:Supervisor:state",
          "evidence": "Round 90: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.546|served:58.546|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs90:Supervisor:act",
          "evidence": "Round 90: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs90:Supervisor:clear",
          "evidence": "Round 90: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs90:Supervisor:inventory_guard",
          "evidence": "Round 90: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs90:Supervisor:staff_guard",
          "evidence": "Round 90: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs90:Supervisor:payoff",
          "evidence": "Round 90: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs90:Supervisor:learner",
          "evidence": "Round 90: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.55 customer-unit demand, served 58.55, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.03, and earned profit 81.26. The online learner now forecasts 51.45 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.452|reorder_target_total:78.283|staff_forecast:51.944|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0299,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.264,
        "role": "supervisor",
        "round": 90,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.944,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs91:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs91:Buyer:signal",
          "evidence": "Round 91: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs91:Buyer:state",
          "evidence": "Round 91: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:43.322|served:43.322|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs91:Buyer:act",
          "evidence": "Round 91: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs91:Buyer:clear",
          "evidence": "Round 91: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs91:Buyer:inventory_guard",
          "evidence": "Round 91: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs91:Buyer:staff_guard",
          "evidence": "Round 91: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs91:Buyer:payoff",
          "evidence": "Round 91: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs91:Buyer:learner",
          "evidence": "Round 91: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.501|reorder_target_total:78.278|staff_forecast:49.530|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.503,
        "role": "inventory",
        "round": 91,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.53,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs91:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs91:Scheduler:signal",
          "evidence": "Round 91: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs91:Scheduler:state",
          "evidence": "Round 91: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:43.322|served:43.322|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs91:Scheduler:act",
          "evidence": "Round 91: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs91:Scheduler:clear",
          "evidence": "Round 91: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs91:Scheduler:inventory_guard",
          "evidence": "Round 91: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs91:Scheduler:staff_guard",
          "evidence": "Round 91: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs91:Scheduler:payoff",
          "evidence": "Round 91: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs91:Scheduler:learner",
          "evidence": "Round 91: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.501|reorder_target_total:78.278|staff_forecast:49.530|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.503,
        "role": "staffing",
        "round": 91,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.53,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs91:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs91:Clerk:signal",
          "evidence": "Round 91: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs91:Clerk:state",
          "evidence": "Round 91: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:43.322|served:43.322|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs91:Clerk:act",
          "evidence": "Round 91: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs91:Clerk:clear",
          "evidence": "Round 91: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs91:Clerk:inventory_guard",
          "evidence": "Round 91: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs91:Clerk:staff_guard",
          "evidence": "Round 91: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs91:Clerk:payoff",
          "evidence": "Round 91: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs91:Clerk:learner",
          "evidence": "Round 91: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.501|reorder_target_total:78.278|staff_forecast:49.530|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.503,
        "role": "checkout",
        "round": 91,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.53,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs91:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs91:Supervisor:signal",
          "evidence": "Round 91: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs91:Supervisor:state",
          "evidence": "Round 91: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:43.322|served:43.322|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs91:Supervisor:act",
          "evidence": "Round 91: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs91:Supervisor:clear",
          "evidence": "Round 91: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs91:Supervisor:inventory_guard",
          "evidence": "Round 91: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs91:Supervisor:staff_guard",
          "evidence": "Round 91: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs91:Supervisor:payoff",
          "evidence": "Round 91: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs91:Supervisor:learner",
          "evidence": "Round 91: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.32 customer-unit demand, served 43.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.50. The online learner now forecasts 49.50 customer-units, targets 78.28 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.501|reorder_target_total:78.278|staff_forecast:49.530|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.503,
        "role": "supervisor",
        "round": 91,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.53,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs92:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs92:Buyer:signal",
          "evidence": "Round 92: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs92:Buyer:state",
          "evidence": "Round 92: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.166|served:47.166|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs92:Buyer:act",
          "evidence": "Round 92: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs92:Buyer:clear",
          "evidence": "Round 92: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs92:Buyer:inventory_guard",
          "evidence": "Round 92: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs92:Buyer:staff_guard",
          "evidence": "Round 92: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs92:Buyer:payoff",
          "evidence": "Round 92: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs92:Buyer:learner",
          "evidence": "Round 92: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.940|reorder_target_total:78.266|staff_forecast:48.868|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0272,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.576,
        "role": "inventory",
        "round": 92,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.868,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs92:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs92:Scheduler:signal",
          "evidence": "Round 92: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs92:Scheduler:state",
          "evidence": "Round 92: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.166|served:47.166|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs92:Scheduler:act",
          "evidence": "Round 92: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs92:Scheduler:clear",
          "evidence": "Round 92: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs92:Scheduler:inventory_guard",
          "evidence": "Round 92: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs92:Scheduler:staff_guard",
          "evidence": "Round 92: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs92:Scheduler:payoff",
          "evidence": "Round 92: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs92:Scheduler:learner",
          "evidence": "Round 92: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.940|reorder_target_total:78.266|staff_forecast:48.868|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0272,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.576,
        "role": "staffing",
        "round": 92,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.868,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs92:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs92:Clerk:signal",
          "evidence": "Round 92: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs92:Clerk:state",
          "evidence": "Round 92: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.166|served:47.166|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs92:Clerk:act",
          "evidence": "Round 92: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs92:Clerk:clear",
          "evidence": "Round 92: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs92:Clerk:inventory_guard",
          "evidence": "Round 92: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs92:Clerk:staff_guard",
          "evidence": "Round 92: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs92:Clerk:payoff",
          "evidence": "Round 92: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs92:Clerk:learner",
          "evidence": "Round 92: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.940|reorder_target_total:78.266|staff_forecast:48.868|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0272,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.576,
        "role": "checkout",
        "round": 92,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.868,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs92:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs92:Supervisor:signal",
          "evidence": "Round 92: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs92:Supervisor:state",
          "evidence": "Round 92: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.166|served:47.166|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs92:Supervisor:act",
          "evidence": "Round 92: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs92:Supervisor:clear",
          "evidence": "Round 92: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs92:Supervisor:inventory_guard",
          "evidence": "Round 92: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs92:Supervisor:staff_guard",
          "evidence": "Round 92: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs92:Supervisor:payoff",
          "evidence": "Round 92: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs92:Supervisor:learner",
          "evidence": "Round 92: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.17 customer-unit demand, served 47.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 40.58. The online learner now forecasts 48.94 customer-units, targets 78.27 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.940|reorder_target_total:78.266|staff_forecast:48.868|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0272,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 40.576,
        "role": "supervisor",
        "round": 92,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.868,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs93:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs93:Buyer:signal",
          "evidence": "Round 93: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs93:Buyer:state",
          "evidence": "Round 93: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:49.778|served:49.778|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs93:Buyer:act",
          "evidence": "Round 93: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs93:Buyer:clear",
          "evidence": "Round 93: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs93:Buyer:inventory_guard",
          "evidence": "Round 93: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs93:Buyer:staff_guard",
          "evidence": "Round 93: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs93:Buyer:payoff",
          "evidence": "Round 93: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs93:Buyer:learner",
          "evidence": "Round 93: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.141|reorder_target_total:78.255|staff_forecast:49.123|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0226,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.996,
        "role": "inventory",
        "round": 93,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.123,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs93:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs93:Scheduler:signal",
          "evidence": "Round 93: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs93:Scheduler:state",
          "evidence": "Round 93: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:49.778|served:49.778|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs93:Scheduler:act",
          "evidence": "Round 93: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs93:Scheduler:clear",
          "evidence": "Round 93: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs93:Scheduler:inventory_guard",
          "evidence": "Round 93: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs93:Scheduler:staff_guard",
          "evidence": "Round 93: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs93:Scheduler:payoff",
          "evidence": "Round 93: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs93:Scheduler:learner",
          "evidence": "Round 93: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.141|reorder_target_total:78.255|staff_forecast:49.123|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0226,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.996,
        "role": "staffing",
        "round": 93,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.123,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs93:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs93:Clerk:signal",
          "evidence": "Round 93: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs93:Clerk:state",
          "evidence": "Round 93: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:49.778|served:49.778|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs93:Clerk:act",
          "evidence": "Round 93: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs93:Clerk:clear",
          "evidence": "Round 93: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs93:Clerk:inventory_guard",
          "evidence": "Round 93: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs93:Clerk:staff_guard",
          "evidence": "Round 93: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs93:Clerk:payoff",
          "evidence": "Round 93: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs93:Clerk:learner",
          "evidence": "Round 93: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.141|reorder_target_total:78.255|staff_forecast:49.123|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0226,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.996,
        "role": "checkout",
        "round": 93,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.123,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs93:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs93:Supervisor:signal",
          "evidence": "Round 93: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs93:Supervisor:state",
          "evidence": "Round 93: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:49.778|served:49.778|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs93:Supervisor:act",
          "evidence": "Round 93: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs93:Supervisor:clear",
          "evidence": "Round 93: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs93:Supervisor:inventory_guard",
          "evidence": "Round 93: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs93:Supervisor:staff_guard",
          "evidence": "Round 93: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs93:Supervisor:payoff",
          "evidence": "Round 93: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs93:Supervisor:learner",
          "evidence": "Round 93: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.78 customer-unit demand, served 49.78, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.00. The online learner now forecasts 49.14 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.141|reorder_target_total:78.255|staff_forecast:49.123|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0226,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.996,
        "role": "supervisor",
        "round": 93,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.123,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs94:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs94:Buyer:signal",
          "evidence": "Round 94: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs94:Buyer:state",
          "evidence": "Round 94: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:49.691|served:49.691|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs94:Buyer:act",
          "evidence": "Round 94: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs94:Buyer:clear",
          "evidence": "Round 94: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs94:Buyer:inventory_guard",
          "evidence": "Round 94: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs94:Buyer:staff_guard",
          "evidence": "Round 94: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs94:Buyer:payoff",
          "evidence": "Round 94: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs94:Buyer:learner",
          "evidence": "Round 94: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.273|reorder_target_total:78.247|staff_forecast:49.282|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0238,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.132,
        "role": "inventory",
        "round": 94,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.282,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs94:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs94:Scheduler:signal",
          "evidence": "Round 94: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs94:Scheduler:state",
          "evidence": "Round 94: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:49.691|served:49.691|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs94:Scheduler:act",
          "evidence": "Round 94: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs94:Scheduler:clear",
          "evidence": "Round 94: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs94:Scheduler:inventory_guard",
          "evidence": "Round 94: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs94:Scheduler:staff_guard",
          "evidence": "Round 94: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs94:Scheduler:payoff",
          "evidence": "Round 94: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs94:Scheduler:learner",
          "evidence": "Round 94: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.273|reorder_target_total:78.247|staff_forecast:49.282|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0238,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.132,
        "role": "staffing",
        "round": 94,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.282,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs94:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs94:Clerk:signal",
          "evidence": "Round 94: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs94:Clerk:state",
          "evidence": "Round 94: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:49.691|served:49.691|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs94:Clerk:act",
          "evidence": "Round 94: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs94:Clerk:clear",
          "evidence": "Round 94: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs94:Clerk:inventory_guard",
          "evidence": "Round 94: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs94:Clerk:staff_guard",
          "evidence": "Round 94: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs94:Clerk:payoff",
          "evidence": "Round 94: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs94:Clerk:learner",
          "evidence": "Round 94: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.273|reorder_target_total:78.247|staff_forecast:49.282|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0238,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.132,
        "role": "checkout",
        "round": 94,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.282,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs94:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs94:Supervisor:signal",
          "evidence": "Round 94: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs94:Supervisor:state",
          "evidence": "Round 94: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:49.691|served:49.691|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs94:Supervisor:act",
          "evidence": "Round 94: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs94:Supervisor:clear",
          "evidence": "Round 94: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs94:Supervisor:inventory_guard",
          "evidence": "Round 94: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs94:Supervisor:staff_guard",
          "evidence": "Round 94: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs94:Supervisor:payoff",
          "evidence": "Round 94: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs94:Supervisor:learner",
          "evidence": "Round 94: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.69 customer-unit demand, served 49.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 48.13. The online learner now forecasts 49.27 customer-units, targets 78.25 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.273|reorder_target_total:78.247|staff_forecast:49.282|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0238,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 48.132,
        "role": "supervisor",
        "round": 94,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.282,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs95:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs95:Buyer:signal",
          "evidence": "Round 95: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs95:Buyer:state",
          "evidence": "Round 95: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:46.488|served:46.488|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs95:Buyer:act",
          "evidence": "Round 95: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs95:Buyer:clear",
          "evidence": "Round 95: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs95:Buyer:inventory_guard",
          "evidence": "Round 95: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs95:Buyer:staff_guard",
          "evidence": "Round 95: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs95:Buyer:payoff",
          "evidence": "Round 95: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs95:Buyer:learner",
          "evidence": "Round 95: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.604|reorder_target_total:78.232|staff_forecast:48.500|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0258,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 35.467,
        "role": "inventory",
        "round": 95,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.5,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs95:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs95:Scheduler:signal",
          "evidence": "Round 95: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs95:Scheduler:state",
          "evidence": "Round 95: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:46.488|served:46.488|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs95:Scheduler:act",
          "evidence": "Round 95: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs95:Scheduler:clear",
          "evidence": "Round 95: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs95:Scheduler:inventory_guard",
          "evidence": "Round 95: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs95:Scheduler:staff_guard",
          "evidence": "Round 95: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs95:Scheduler:payoff",
          "evidence": "Round 95: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs95:Scheduler:learner",
          "evidence": "Round 95: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.604|reorder_target_total:78.232|staff_forecast:48.500|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0258,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 35.467,
        "role": "staffing",
        "round": 95,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.5,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs95:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs95:Clerk:signal",
          "evidence": "Round 95: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs95:Clerk:state",
          "evidence": "Round 95: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:46.488|served:46.488|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs95:Clerk:act",
          "evidence": "Round 95: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs95:Clerk:clear",
          "evidence": "Round 95: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs95:Clerk:inventory_guard",
          "evidence": "Round 95: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs95:Clerk:staff_guard",
          "evidence": "Round 95: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs95:Clerk:payoff",
          "evidence": "Round 95: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs95:Clerk:learner",
          "evidence": "Round 95: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.604|reorder_target_total:78.232|staff_forecast:48.500|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0258,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 35.467,
        "role": "checkout",
        "round": 95,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.5,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs95:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs95:Supervisor:signal",
          "evidence": "Round 95: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs95:Supervisor:state",
          "evidence": "Round 95: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:46.488|served:46.488|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs95:Supervisor:act",
          "evidence": "Round 95: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs95:Supervisor:clear",
          "evidence": "Round 95: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs95:Supervisor:inventory_guard",
          "evidence": "Round 95: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs95:Supervisor:staff_guard",
          "evidence": "Round 95: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs95:Supervisor:payoff",
          "evidence": "Round 95: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs95:Supervisor:learner",
          "evidence": "Round 95: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.49 customer-unit demand, served 46.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 35.47. The online learner now forecasts 48.60 customer-units, targets 78.23 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.604|reorder_target_total:78.232|staff_forecast:48.500|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0258,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 35.467,
        "role": "supervisor",
        "round": 95,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.5,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs96:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs96:Buyer:signal",
          "evidence": "Round 96: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs96:Buyer:state",
          "evidence": "Round 96: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:54.995|served:54.995|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs96:Buyer:act",
          "evidence": "Round 96: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs96:Buyer:clear",
          "evidence": "Round 96: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs96:Buyer:inventory_guard",
          "evidence": "Round 96: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs96:Buyer:staff_guard",
          "evidence": "Round 96: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs96:Buyer:payoff",
          "evidence": "Round 96: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs96:Buyer:learner",
          "evidence": "Round 96: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.137|reorder_target_total:78.235|staff_forecast:50.319|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0189,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.379,
        "role": "inventory",
        "round": 96,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.319,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs96:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs96:Scheduler:signal",
          "evidence": "Round 96: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs96:Scheduler:state",
          "evidence": "Round 96: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:54.995|served:54.995|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs96:Scheduler:act",
          "evidence": "Round 96: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs96:Scheduler:clear",
          "evidence": "Round 96: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs96:Scheduler:inventory_guard",
          "evidence": "Round 96: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs96:Scheduler:staff_guard",
          "evidence": "Round 96: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs96:Scheduler:payoff",
          "evidence": "Round 96: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs96:Scheduler:learner",
          "evidence": "Round 96: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.137|reorder_target_total:78.235|staff_forecast:50.319|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0189,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.379,
        "role": "staffing",
        "round": 96,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.319,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs96:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs96:Clerk:signal",
          "evidence": "Round 96: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs96:Clerk:state",
          "evidence": "Round 96: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:54.995|served:54.995|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs96:Clerk:act",
          "evidence": "Round 96: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs96:Clerk:clear",
          "evidence": "Round 96: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs96:Clerk:inventory_guard",
          "evidence": "Round 96: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs96:Clerk:staff_guard",
          "evidence": "Round 96: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs96:Clerk:payoff",
          "evidence": "Round 96: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs96:Clerk:learner",
          "evidence": "Round 96: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.137|reorder_target_total:78.235|staff_forecast:50.319|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0189,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.379,
        "role": "checkout",
        "round": 96,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.319,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs96:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs96:Supervisor:signal",
          "evidence": "Round 96: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs96:Supervisor:state",
          "evidence": "Round 96: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:54.995|served:54.995|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs96:Supervisor:act",
          "evidence": "Round 96: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs96:Supervisor:clear",
          "evidence": "Round 96: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs96:Supervisor:inventory_guard",
          "evidence": "Round 96: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs96:Supervisor:staff_guard",
          "evidence": "Round 96: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs96:Supervisor:payoff",
          "evidence": "Round 96: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs96:Supervisor:learner",
          "evidence": "Round 96: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.99 customer-unit demand, served 54.99, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 73.38. The online learner now forecasts 50.14 customer-units, targets 78.24 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.137|reorder_target_total:78.235|staff_forecast:50.319|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0189,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.379,
        "role": "supervisor",
        "round": 96,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.319,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs97:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs97:Buyer:signal",
          "evidence": "Round 97: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs97:Buyer:state",
          "evidence": "Round 97: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:59.211|served:59.211|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs97:Buyer:act",
          "evidence": "Round 97: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs97:Buyer:clear",
          "evidence": "Round 97: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs97:Buyer:inventory_guard",
          "evidence": "Round 97: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs97:Buyer:staff_guard",
          "evidence": "Round 97: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs97:Buyer:payoff",
          "evidence": "Round 97: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs97:Buyer:learner",
          "evidence": "Round 97: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:52.315|reorder_target_total:78.264|staff_forecast:52.809|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0207,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.787,
        "role": "inventory",
        "round": 97,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 52.809,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs97:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs97:Scheduler:signal",
          "evidence": "Round 97: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs97:Scheduler:state",
          "evidence": "Round 97: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:59.211|served:59.211|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs97:Scheduler:act",
          "evidence": "Round 97: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs97:Scheduler:clear",
          "evidence": "Round 97: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs97:Scheduler:inventory_guard",
          "evidence": "Round 97: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs97:Scheduler:staff_guard",
          "evidence": "Round 97: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs97:Scheduler:payoff",
          "evidence": "Round 97: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs97:Scheduler:learner",
          "evidence": "Round 97: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:52.315|reorder_target_total:78.264|staff_forecast:52.809|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0207,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.787,
        "role": "staffing",
        "round": 97,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 52.809,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs97:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs97:Clerk:signal",
          "evidence": "Round 97: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs97:Clerk:state",
          "evidence": "Round 97: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:59.211|served:59.211|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs97:Clerk:act",
          "evidence": "Round 97: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs97:Clerk:clear",
          "evidence": "Round 97: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs97:Clerk:inventory_guard",
          "evidence": "Round 97: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs97:Clerk:staff_guard",
          "evidence": "Round 97: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs97:Clerk:payoff",
          "evidence": "Round 97: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs97:Clerk:learner",
          "evidence": "Round 97: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:52.315|reorder_target_total:78.264|staff_forecast:52.809|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0207,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.787,
        "role": "checkout",
        "round": 97,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 52.809,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs97:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs97:Supervisor:signal",
          "evidence": "Round 97: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs97:Supervisor:state",
          "evidence": "Round 97: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:59.211|served:59.211|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs97:Supervisor:act",
          "evidence": "Round 97: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs97:Supervisor:clear",
          "evidence": "Round 97: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs97:Supervisor:inventory_guard",
          "evidence": "Round 97: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs97:Supervisor:staff_guard",
          "evidence": "Round 97: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs97:Supervisor:payoff",
          "evidence": "Round 97: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs97:Supervisor:learner",
          "evidence": "Round 97: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 59.21 customer-unit demand, served 59.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.79. The online learner now forecasts 52.31 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:52.315|reorder_target_total:78.264|staff_forecast:52.809|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0207,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.787,
        "role": "supervisor",
        "round": 97,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 52.809,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs98:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs98:Buyer:signal",
          "evidence": "Round 98: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs98:Buyer:state",
          "evidence": "Round 98: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:42.328|served:42.328|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs98:Buyer:act",
          "evidence": "Round 98: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs98:Buyer:clear",
          "evidence": "Round 98: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs98:Buyer:inventory_guard",
          "evidence": "Round 98: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs98:Buyer:staff_guard",
          "evidence": "Round 98: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs98:Buyer:payoff",
          "evidence": "Round 98: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs98:Buyer:learner",
          "evidence": "Round 98: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.918|reorder_target_total:78.259|staff_forecast:49.874|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0241,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.158,
        "role": "inventory",
        "round": 98,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.874,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs98:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs98:Scheduler:signal",
          "evidence": "Round 98: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs98:Scheduler:state",
          "evidence": "Round 98: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:42.328|served:42.328|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs98:Scheduler:act",
          "evidence": "Round 98: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs98:Scheduler:clear",
          "evidence": "Round 98: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs98:Scheduler:inventory_guard",
          "evidence": "Round 98: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs98:Scheduler:staff_guard",
          "evidence": "Round 98: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs98:Scheduler:payoff",
          "evidence": "Round 98: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs98:Scheduler:learner",
          "evidence": "Round 98: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.918|reorder_target_total:78.259|staff_forecast:49.874|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0241,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.158,
        "role": "staffing",
        "round": 98,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.874,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs98:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs98:Clerk:signal",
          "evidence": "Round 98: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs98:Clerk:state",
          "evidence": "Round 98: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:42.328|served:42.328|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs98:Clerk:act",
          "evidence": "Round 98: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs98:Clerk:clear",
          "evidence": "Round 98: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs98:Clerk:inventory_guard",
          "evidence": "Round 98: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs98:Clerk:staff_guard",
          "evidence": "Round 98: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs98:Clerk:payoff",
          "evidence": "Round 98: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs98:Clerk:learner",
          "evidence": "Round 98: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.918|reorder_target_total:78.259|staff_forecast:49.874|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0241,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.158,
        "role": "checkout",
        "round": 98,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.874,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs98:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs98:Supervisor:signal",
          "evidence": "Round 98: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs98:Supervisor:state",
          "evidence": "Round 98: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:42.328|served:42.328|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs98:Supervisor:act",
          "evidence": "Round 98: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs98:Supervisor:clear",
          "evidence": "Round 98: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs98:Supervisor:inventory_guard",
          "evidence": "Round 98: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs98:Supervisor:staff_guard",
          "evidence": "Round 98: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs98:Supervisor:payoff",
          "evidence": "Round 98: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs98:Supervisor:learner",
          "evidence": "Round 98: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.33 customer-unit demand, served 42.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 20.16. The online learner now forecasts 49.92 customer-units, targets 78.26 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.918|reorder_target_total:78.259|staff_forecast:49.874|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0241,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.158,
        "role": "supervisor",
        "round": 98,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.874,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs99:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs99:Buyer:signal",
          "evidence": "Round 99: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs99:Buyer:state",
          "evidence": "Round 99: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:40.364|served:40.364|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs99:Buyer:act",
          "evidence": "Round 99: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs99:Buyer:clear",
          "evidence": "Round 99: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs99:Buyer:inventory_guard",
          "evidence": "Round 99: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs99:Buyer:staff_guard",
          "evidence": "Round 99: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs99:Buyer:payoff",
          "evidence": "Round 99: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs99:Buyer:learner",
          "evidence": "Round 99: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.625|reorder_target_total:78.212|staff_forecast:47.211|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0228,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.023,
        "role": "inventory",
        "round": 99,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.211,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs99:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs99:Scheduler:signal",
          "evidence": "Round 99: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs99:Scheduler:state",
          "evidence": "Round 99: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:40.364|served:40.364|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs99:Scheduler:act",
          "evidence": "Round 99: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs99:Scheduler:clear",
          "evidence": "Round 99: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs99:Scheduler:inventory_guard",
          "evidence": "Round 99: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs99:Scheduler:staff_guard",
          "evidence": "Round 99: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs99:Scheduler:payoff",
          "evidence": "Round 99: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs99:Scheduler:learner",
          "evidence": "Round 99: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.625|reorder_target_total:78.212|staff_forecast:47.211|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0228,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.023,
        "role": "staffing",
        "round": 99,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.211,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs99:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs99:Clerk:signal",
          "evidence": "Round 99: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs99:Clerk:state",
          "evidence": "Round 99: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:40.364|served:40.364|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs99:Clerk:act",
          "evidence": "Round 99: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs99:Clerk:clear",
          "evidence": "Round 99: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs99:Clerk:inventory_guard",
          "evidence": "Round 99: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs99:Clerk:staff_guard",
          "evidence": "Round 99: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs99:Clerk:payoff",
          "evidence": "Round 99: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs99:Clerk:learner",
          "evidence": "Round 99: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.625|reorder_target_total:78.212|staff_forecast:47.211|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0228,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.023,
        "role": "checkout",
        "round": 99,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.211,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs99:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs99:Supervisor:signal",
          "evidence": "Round 99: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs99:Supervisor:state",
          "evidence": "Round 99: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:40.364|served:40.364|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs99:Supervisor:act",
          "evidence": "Round 99: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs99:Supervisor:clear",
          "evidence": "Round 99: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs99:Supervisor:inventory_guard",
          "evidence": "Round 99: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs99:Supervisor:staff_guard",
          "evidence": "Round 99: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs99:Supervisor:payoff",
          "evidence": "Round 99: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs99:Supervisor:learner",
          "evidence": "Round 99: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.36 customer-unit demand, served 40.36, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 13.02. The online learner now forecasts 47.62 customer-units, targets 78.21 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.625|reorder_target_total:78.212|staff_forecast:47.211|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0228,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.023,
        "role": "supervisor",
        "round": 99,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.211,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs100:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs100:Buyer:signal",
          "evidence": "Round 100: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs100:Buyer:state",
          "evidence": "Round 100: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:49.937|served:49.937|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs100:Buyer:act",
          "evidence": "Round 100: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs100:Buyer:clear",
          "evidence": "Round 100: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs100:Buyer:inventory_guard",
          "evidence": "Round 100: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs100:Buyer:staff_guard",
          "evidence": "Round 100: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs100:Buyer:payoff",
          "evidence": "Round 100: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs100:Buyer:learner",
          "evidence": "Round 100: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.178|reorder_target_total:78.196|staff_forecast:47.974|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.026,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.149,
        "role": "inventory",
        "round": 100,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.974,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs100:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs100:Scheduler:signal",
          "evidence": "Round 100: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs100:Scheduler:state",
          "evidence": "Round 100: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:49.937|served:49.937|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs100:Scheduler:act",
          "evidence": "Round 100: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs100:Scheduler:clear",
          "evidence": "Round 100: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs100:Scheduler:inventory_guard",
          "evidence": "Round 100: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs100:Scheduler:staff_guard",
          "evidence": "Round 100: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs100:Scheduler:payoff",
          "evidence": "Round 100: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs100:Scheduler:learner",
          "evidence": "Round 100: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.178|reorder_target_total:78.196|staff_forecast:47.974|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.026,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.149,
        "role": "staffing",
        "round": 100,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.974,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs100:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs100:Clerk:signal",
          "evidence": "Round 100: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs100:Clerk:state",
          "evidence": "Round 100: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:49.937|served:49.937|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs100:Clerk:act",
          "evidence": "Round 100: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs100:Clerk:clear",
          "evidence": "Round 100: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs100:Clerk:inventory_guard",
          "evidence": "Round 100: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs100:Clerk:staff_guard",
          "evidence": "Round 100: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs100:Clerk:payoff",
          "evidence": "Round 100: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs100:Clerk:learner",
          "evidence": "Round 100: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.178|reorder_target_total:78.196|staff_forecast:47.974|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.026,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.149,
        "role": "checkout",
        "round": 100,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.974,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs100:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs100:Supervisor:signal",
          "evidence": "Round 100: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs100:Supervisor:state",
          "evidence": "Round 100: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:49.937|served:49.937|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs100:Supervisor:act",
          "evidence": "Round 100: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs100:Supervisor:clear",
          "evidence": "Round 100: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs100:Supervisor:inventory_guard",
          "evidence": "Round 100: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs100:Supervisor:staff_guard",
          "evidence": "Round 100: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs100:Supervisor:payoff",
          "evidence": "Round 100: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs100:Supervisor:learner",
          "evidence": "Round 100: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.94 customer-unit demand, served 49.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 52.15. The online learner now forecasts 48.18 customer-units, targets 78.20 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.178|reorder_target_total:78.196|staff_forecast:47.974|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.026,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.149,
        "role": "supervisor",
        "round": 100,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.974,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs101:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs101:Buyer:signal",
          "evidence": "Round 101: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs101:Buyer:state",
          "evidence": "Round 101: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:40.206|served:40.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs101:Buyer:act",
          "evidence": "Round 101: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs101:Buyer:clear",
          "evidence": "Round 101: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs101:Buyer:inventory_guard",
          "evidence": "Round 101: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs101:Buyer:staff_guard",
          "evidence": "Round 101: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs101:Buyer:payoff",
          "evidence": "Round 101: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs101:Buyer:learner",
          "evidence": "Round 101: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.264|reorder_target_total:78.142|staff_forecast:45.799|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.027,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 10.29,
        "role": "inventory",
        "round": 101,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.799,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs101:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs101:Scheduler:signal",
          "evidence": "Round 101: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs101:Scheduler:state",
          "evidence": "Round 101: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:40.206|served:40.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs101:Scheduler:act",
          "evidence": "Round 101: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs101:Scheduler:clear",
          "evidence": "Round 101: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs101:Scheduler:inventory_guard",
          "evidence": "Round 101: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs101:Scheduler:staff_guard",
          "evidence": "Round 101: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs101:Scheduler:payoff",
          "evidence": "Round 101: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs101:Scheduler:learner",
          "evidence": "Round 101: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.264|reorder_target_total:78.142|staff_forecast:45.799|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.027,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 10.29,
        "role": "staffing",
        "round": 101,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.799,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs101:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs101:Clerk:signal",
          "evidence": "Round 101: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs101:Clerk:state",
          "evidence": "Round 101: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:40.206|served:40.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs101:Clerk:act",
          "evidence": "Round 101: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs101:Clerk:clear",
          "evidence": "Round 101: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs101:Clerk:inventory_guard",
          "evidence": "Round 101: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs101:Clerk:staff_guard",
          "evidence": "Round 101: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs101:Clerk:payoff",
          "evidence": "Round 101: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs101:Clerk:learner",
          "evidence": "Round 101: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.264|reorder_target_total:78.142|staff_forecast:45.799|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.027,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 10.29,
        "role": "checkout",
        "round": 101,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.799,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs101:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs101:Supervisor:signal",
          "evidence": "Round 101: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs101:Supervisor:state",
          "evidence": "Round 101: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:40.206|served:40.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs101:Supervisor:act",
          "evidence": "Round 101: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs101:Supervisor:clear",
          "evidence": "Round 101: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs101:Supervisor:inventory_guard",
          "evidence": "Round 101: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs101:Supervisor:staff_guard",
          "evidence": "Round 101: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs101:Supervisor:payoff",
          "evidence": "Round 101: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs101:Supervisor:learner",
          "evidence": "Round 101: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.21 customer-unit demand, served 40.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 10.29. The online learner now forecasts 46.26 customer-units, targets 78.14 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.264|reorder_target_total:78.142|staff_forecast:45.799|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.027,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 10.29,
        "role": "supervisor",
        "round": 101,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.799,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs102:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs102:Buyer:signal",
          "evidence": "Round 102: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs102:Buyer:state",
          "evidence": "Round 102: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:46.519|served:46.519|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs102:Buyer:act",
          "evidence": "Round 102: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs102:Buyer:clear",
          "evidence": "Round 102: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs102:Buyer:inventory_guard",
          "evidence": "Round 102: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs102:Buyer:staff_guard",
          "evidence": "Round 102: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs102:Buyer:payoff",
          "evidence": "Round 102: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs102:Buyer:learner",
          "evidence": "Round 102: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.325|reorder_target_total:78.106|staff_forecast:46.001|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0272,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.585,
        "role": "inventory",
        "round": 102,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.001,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs102:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs102:Scheduler:signal",
          "evidence": "Round 102: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs102:Scheduler:state",
          "evidence": "Round 102: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:46.519|served:46.519|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs102:Scheduler:act",
          "evidence": "Round 102: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs102:Scheduler:clear",
          "evidence": "Round 102: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs102:Scheduler:inventory_guard",
          "evidence": "Round 102: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs102:Scheduler:staff_guard",
          "evidence": "Round 102: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs102:Scheduler:payoff",
          "evidence": "Round 102: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs102:Scheduler:learner",
          "evidence": "Round 102: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.325|reorder_target_total:78.106|staff_forecast:46.001|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0272,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.585,
        "role": "staffing",
        "round": 102,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.001,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs102:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs102:Clerk:signal",
          "evidence": "Round 102: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs102:Clerk:state",
          "evidence": "Round 102: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:46.519|served:46.519|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs102:Clerk:act",
          "evidence": "Round 102: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs102:Clerk:clear",
          "evidence": "Round 102: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs102:Clerk:inventory_guard",
          "evidence": "Round 102: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs102:Clerk:staff_guard",
          "evidence": "Round 102: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs102:Clerk:payoff",
          "evidence": "Round 102: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs102:Clerk:learner",
          "evidence": "Round 102: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.325|reorder_target_total:78.106|staff_forecast:46.001|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0272,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.585,
        "role": "checkout",
        "round": 102,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.001,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs102:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs102:Supervisor:signal",
          "evidence": "Round 102: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs102:Supervisor:state",
          "evidence": "Round 102: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:46.519|served:46.519|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs102:Supervisor:act",
          "evidence": "Round 102: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs102:Supervisor:clear",
          "evidence": "Round 102: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs102:Supervisor:inventory_guard",
          "evidence": "Round 102: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs102:Supervisor:staff_guard",
          "evidence": "Round 102: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs102:Supervisor:payoff",
          "evidence": "Round 102: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs102:Supervisor:learner",
          "evidence": "Round 102: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.52 customer-unit demand, served 46.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 37.59. The online learner now forecasts 46.32 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.325|reorder_target_total:78.106|staff_forecast:46.001|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0272,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.585,
        "role": "supervisor",
        "round": 102,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.001,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs103:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs103:Buyer:signal",
          "evidence": "Round 103: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs103:Buyer:state",
          "evidence": "Round 103: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:57.652|served:57.652|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs103:Buyer:act",
          "evidence": "Round 103: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs103:Buyer:clear",
          "evidence": "Round 103: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs103:Buyer:inventory_guard",
          "evidence": "Round 103: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs103:Buyer:staff_guard",
          "evidence": "Round 103: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs103:Buyer:payoff",
          "evidence": "Round 103: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs103:Buyer:learner",
          "evidence": "Round 103: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.045|reorder_target_total:78.107|staff_forecast:49.263|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0232,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.216,
        "role": "inventory",
        "round": 103,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.263,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs103:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs103:Scheduler:signal",
          "evidence": "Round 103: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs103:Scheduler:state",
          "evidence": "Round 103: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:57.652|served:57.652|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs103:Scheduler:act",
          "evidence": "Round 103: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs103:Scheduler:clear",
          "evidence": "Round 103: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs103:Scheduler:inventory_guard",
          "evidence": "Round 103: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs103:Scheduler:staff_guard",
          "evidence": "Round 103: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs103:Scheduler:payoff",
          "evidence": "Round 103: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs103:Scheduler:learner",
          "evidence": "Round 103: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.045|reorder_target_total:78.107|staff_forecast:49.263|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0232,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.216,
        "role": "staffing",
        "round": 103,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.263,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs103:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs103:Clerk:signal",
          "evidence": "Round 103: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs103:Clerk:state",
          "evidence": "Round 103: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:57.652|served:57.652|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs103:Clerk:act",
          "evidence": "Round 103: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs103:Clerk:clear",
          "evidence": "Round 103: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs103:Clerk:inventory_guard",
          "evidence": "Round 103: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs103:Clerk:staff_guard",
          "evidence": "Round 103: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs103:Clerk:payoff",
          "evidence": "Round 103: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs103:Clerk:learner",
          "evidence": "Round 103: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.045|reorder_target_total:78.107|staff_forecast:49.263|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0232,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.216,
        "role": "checkout",
        "round": 103,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.263,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs103:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs103:Supervisor:signal",
          "evidence": "Round 103: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs103:Supervisor:state",
          "evidence": "Round 103: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:57.652|served:57.652|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs103:Supervisor:act",
          "evidence": "Round 103: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs103:Supervisor:clear",
          "evidence": "Round 103: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs103:Supervisor:inventory_guard",
          "evidence": "Round 103: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs103:Supervisor:staff_guard",
          "evidence": "Round 103: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs103:Supervisor:payoff",
          "evidence": "Round 103: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs103:Supervisor:learner",
          "evidence": "Round 103: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.65 customer-unit demand, served 57.65, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 81.22. The online learner now forecasts 49.05 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.045|reorder_target_total:78.107|staff_forecast:49.263|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0232,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.216,
        "role": "supervisor",
        "round": 103,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.263,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs104:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs104:Buyer:signal",
          "evidence": "Round 104: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs104:Buyer:state",
          "evidence": "Round 104: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.76|served:58.76|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs104:Buyer:act",
          "evidence": "Round 104: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs104:Buyer:clear",
          "evidence": "Round 104: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs104:Buyer:inventory_guard",
          "evidence": "Round 104: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs104:Buyer:staff_guard",
          "evidence": "Round 104: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs104:Buyer:payoff",
          "evidence": "Round 104: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs104:Buyer:learner",
          "evidence": "Round 104: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.377|reorder_target_total:78.130|staff_forecast:51.922|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0196,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.48,
        "role": "inventory",
        "round": 104,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.922,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs104:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs104:Scheduler:signal",
          "evidence": "Round 104: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs104:Scheduler:state",
          "evidence": "Round 104: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.76|served:58.76|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs104:Scheduler:act",
          "evidence": "Round 104: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs104:Scheduler:clear",
          "evidence": "Round 104: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs104:Scheduler:inventory_guard",
          "evidence": "Round 104: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs104:Scheduler:staff_guard",
          "evidence": "Round 104: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs104:Scheduler:payoff",
          "evidence": "Round 104: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs104:Scheduler:learner",
          "evidence": "Round 104: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.377|reorder_target_total:78.130|staff_forecast:51.922|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0196,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.48,
        "role": "staffing",
        "round": 104,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.922,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs104:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs104:Clerk:signal",
          "evidence": "Round 104: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs104:Clerk:state",
          "evidence": "Round 104: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.76|served:58.76|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs104:Clerk:act",
          "evidence": "Round 104: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs104:Clerk:clear",
          "evidence": "Round 104: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs104:Clerk:inventory_guard",
          "evidence": "Round 104: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs104:Clerk:staff_guard",
          "evidence": "Round 104: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs104:Clerk:payoff",
          "evidence": "Round 104: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs104:Clerk:learner",
          "evidence": "Round 104: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.377|reorder_target_total:78.130|staff_forecast:51.922|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0196,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.48,
        "role": "checkout",
        "round": 104,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.922,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs104:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs104:Supervisor:signal",
          "evidence": "Round 104: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs104:Supervisor:state",
          "evidence": "Round 104: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.76|served:58.76|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs104:Supervisor:act",
          "evidence": "Round 104: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs104:Supervisor:clear",
          "evidence": "Round 104: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs104:Supervisor:inventory_guard",
          "evidence": "Round 104: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs104:Supervisor:staff_guard",
          "evidence": "Round 104: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs104:Supervisor:payoff",
          "evidence": "Round 104: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs104:Supervisor:learner",
          "evidence": "Round 104: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.76 customer-unit demand, served 58.76, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 83.48. The online learner now forecasts 51.38 customer-units, targets 78.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.377|reorder_target_total:78.130|staff_forecast:51.922|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0196,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 83.48,
        "role": "supervisor",
        "round": 104,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.922,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs105:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs105:Buyer:signal",
          "evidence": "Round 105: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs105:Buyer:state",
          "evidence": "Round 105: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:42.15|served:42.15|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs105:Buyer:act",
          "evidence": "Round 105: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs105:Buyer:clear",
          "evidence": "Round 105: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs105:Buyer:inventory_guard",
          "evidence": "Round 105: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs105:Buyer:staff_guard",
          "evidence": "Round 105: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs105:Buyer:payoff",
          "evidence": "Round 105: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs105:Buyer:learner",
          "evidence": "Round 105: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.163|reorder_target_total:78.114|staff_forecast:49.186|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.022,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.196,
        "role": "inventory",
        "round": 105,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.186,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs105:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs105:Scheduler:signal",
          "evidence": "Round 105: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs105:Scheduler:state",
          "evidence": "Round 105: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:42.15|served:42.15|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs105:Scheduler:act",
          "evidence": "Round 105: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs105:Scheduler:clear",
          "evidence": "Round 105: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs105:Scheduler:inventory_guard",
          "evidence": "Round 105: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs105:Scheduler:staff_guard",
          "evidence": "Round 105: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs105:Scheduler:payoff",
          "evidence": "Round 105: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs105:Scheduler:learner",
          "evidence": "Round 105: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.163|reorder_target_total:78.114|staff_forecast:49.186|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.022,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.196,
        "role": "staffing",
        "round": 105,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.186,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs105:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs105:Clerk:signal",
          "evidence": "Round 105: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs105:Clerk:state",
          "evidence": "Round 105: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:42.15|served:42.15|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs105:Clerk:act",
          "evidence": "Round 105: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs105:Clerk:clear",
          "evidence": "Round 105: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs105:Clerk:inventory_guard",
          "evidence": "Round 105: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs105:Clerk:staff_guard",
          "evidence": "Round 105: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs105:Clerk:payoff",
          "evidence": "Round 105: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs105:Clerk:learner",
          "evidence": "Round 105: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.163|reorder_target_total:78.114|staff_forecast:49.186|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.022,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.196,
        "role": "checkout",
        "round": 105,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.186,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs105:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs105:Supervisor:signal",
          "evidence": "Round 105: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs105:Supervisor:state",
          "evidence": "Round 105: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:42.15|served:42.15|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs105:Supervisor:act",
          "evidence": "Round 105: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs105:Supervisor:clear",
          "evidence": "Round 105: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs105:Supervisor:inventory_guard",
          "evidence": "Round 105: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs105:Supervisor:staff_guard",
          "evidence": "Round 105: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs105:Supervisor:payoff",
          "evidence": "Round 105: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs105:Supervisor:learner",
          "evidence": "Round 105: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.15 customer-unit demand, served 42.15, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 19.20. The online learner now forecasts 49.16 customer-units, targets 78.11 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.163|reorder_target_total:78.114|staff_forecast:49.186|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.022,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.196,
        "role": "supervisor",
        "round": 105,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.186,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs106:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs106:Buyer:signal",
          "evidence": "Round 106: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs106:Buyer:state",
          "evidence": "Round 106: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.077|served:44.077|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs106:Buyer:act",
          "evidence": "Round 106: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs106:Buyer:clear",
          "evidence": "Round 106: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs106:Buyer:inventory_guard",
          "evidence": "Round 106: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs106:Buyer:staff_guard",
          "evidence": "Round 106: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs106:Buyer:payoff",
          "evidence": "Round 106: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs106:Buyer:learner",
          "evidence": "Round 106: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.943|reorder_target_total:78.088|staff_forecast:47.755|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 25.595,
        "role": "inventory",
        "round": 106,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.755,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs106:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs106:Scheduler:signal",
          "evidence": "Round 106: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs106:Scheduler:state",
          "evidence": "Round 106: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.077|served:44.077|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs106:Scheduler:act",
          "evidence": "Round 106: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs106:Scheduler:clear",
          "evidence": "Round 106: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs106:Scheduler:inventory_guard",
          "evidence": "Round 106: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs106:Scheduler:staff_guard",
          "evidence": "Round 106: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs106:Scheduler:payoff",
          "evidence": "Round 106: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs106:Scheduler:learner",
          "evidence": "Round 106: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.943|reorder_target_total:78.088|staff_forecast:47.755|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 25.595,
        "role": "staffing",
        "round": 106,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.755,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs106:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs106:Clerk:signal",
          "evidence": "Round 106: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs106:Clerk:state",
          "evidence": "Round 106: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.077|served:44.077|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs106:Clerk:act",
          "evidence": "Round 106: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs106:Clerk:clear",
          "evidence": "Round 106: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs106:Clerk:inventory_guard",
          "evidence": "Round 106: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs106:Clerk:staff_guard",
          "evidence": "Round 106: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs106:Clerk:payoff",
          "evidence": "Round 106: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs106:Clerk:learner",
          "evidence": "Round 106: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.943|reorder_target_total:78.088|staff_forecast:47.755|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 25.595,
        "role": "checkout",
        "round": 106,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.755,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs106:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs106:Supervisor:signal",
          "evidence": "Round 106: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs106:Supervisor:state",
          "evidence": "Round 106: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.077|served:44.077|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs106:Supervisor:act",
          "evidence": "Round 106: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs106:Supervisor:clear",
          "evidence": "Round 106: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs106:Supervisor:inventory_guard",
          "evidence": "Round 106: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs106:Supervisor:staff_guard",
          "evidence": "Round 106: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs106:Supervisor:payoff",
          "evidence": "Round 106: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs106:Supervisor:learner",
          "evidence": "Round 106: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.08 customer-unit demand, served 44.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 25.59. The online learner now forecasts 47.94 customer-units, targets 78.09 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.943|reorder_target_total:78.088|staff_forecast:47.755|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 25.595,
        "role": "supervisor",
        "round": 106,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.755,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs107:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs107:Buyer:signal",
          "evidence": "Round 107: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs107:Buyer:state",
          "evidence": "Round 107: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:48.111|served:48.111|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs107:Buyer:act",
          "evidence": "Round 107: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs107:Buyer:clear",
          "evidence": "Round 107: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs107:Buyer:inventory_guard",
          "evidence": "Round 107: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs107:Buyer:staff_guard",
          "evidence": "Round 107: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs107:Buyer:payoff",
          "evidence": "Round 107: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs107:Buyer:learner",
          "evidence": "Round 107: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.983|reorder_target_total:78.074|staff_forecast:47.855|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0224,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.222,
        "role": "inventory",
        "round": 107,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.855,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs107:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs107:Scheduler:signal",
          "evidence": "Round 107: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs107:Scheduler:state",
          "evidence": "Round 107: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:48.111|served:48.111|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs107:Scheduler:act",
          "evidence": "Round 107: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs107:Scheduler:clear",
          "evidence": "Round 107: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs107:Scheduler:inventory_guard",
          "evidence": "Round 107: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs107:Scheduler:staff_guard",
          "evidence": "Round 107: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs107:Scheduler:payoff",
          "evidence": "Round 107: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs107:Scheduler:learner",
          "evidence": "Round 107: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.983|reorder_target_total:78.074|staff_forecast:47.855|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0224,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.222,
        "role": "staffing",
        "round": 107,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.855,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs107:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs107:Clerk:signal",
          "evidence": "Round 107: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs107:Clerk:state",
          "evidence": "Round 107: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:48.111|served:48.111|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs107:Clerk:act",
          "evidence": "Round 107: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs107:Clerk:clear",
          "evidence": "Round 107: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs107:Clerk:inventory_guard",
          "evidence": "Round 107: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs107:Clerk:staff_guard",
          "evidence": "Round 107: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs107:Clerk:payoff",
          "evidence": "Round 107: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs107:Clerk:learner",
          "evidence": "Round 107: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.983|reorder_target_total:78.074|staff_forecast:47.855|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0224,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.222,
        "role": "checkout",
        "round": 107,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.855,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs107:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs107:Supervisor:signal",
          "evidence": "Round 107: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs107:Supervisor:state",
          "evidence": "Round 107: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:48.111|served:48.111|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs107:Supervisor:act",
          "evidence": "Round 107: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs107:Supervisor:clear",
          "evidence": "Round 107: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs107:Supervisor:inventory_guard",
          "evidence": "Round 107: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs107:Supervisor:staff_guard",
          "evidence": "Round 107: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs107:Supervisor:payoff",
          "evidence": "Round 107: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs107:Supervisor:learner",
          "evidence": "Round 107: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.11 customer-unit demand, served 48.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 45.22. The online learner now forecasts 47.98 customer-units, targets 78.07 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.983|reorder_target_total:78.074|staff_forecast:47.855|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0224,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.222,
        "role": "supervisor",
        "round": 107,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.855,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs108:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs108:Buyer:signal",
          "evidence": "Round 108: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs108:Buyer:state",
          "evidence": "Round 108: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:42.829|served:42.829|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs108:Buyer:act",
          "evidence": "Round 108: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs108:Buyer:clear",
          "evidence": "Round 108: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs108:Buyer:inventory_guard",
          "evidence": "Round 108: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs108:Buyer:staff_guard",
          "evidence": "Round 108: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs108:Buyer:payoff",
          "evidence": "Round 108: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs108:Buyer:learner",
          "evidence": "Round 108: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.746|reorder_target_total:78.047|staff_forecast:46.448|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0259,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.046,
        "role": "inventory",
        "round": 108,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.448,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs108:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs108:Scheduler:signal",
          "evidence": "Round 108: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs108:Scheduler:state",
          "evidence": "Round 108: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:42.829|served:42.829|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs108:Scheduler:act",
          "evidence": "Round 108: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs108:Scheduler:clear",
          "evidence": "Round 108: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs108:Scheduler:inventory_guard",
          "evidence": "Round 108: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs108:Scheduler:staff_guard",
          "evidence": "Round 108: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs108:Scheduler:payoff",
          "evidence": "Round 108: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs108:Scheduler:learner",
          "evidence": "Round 108: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.746|reorder_target_total:78.047|staff_forecast:46.448|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0259,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.046,
        "role": "staffing",
        "round": 108,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.448,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs108:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs108:Clerk:signal",
          "evidence": "Round 108: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs108:Clerk:state",
          "evidence": "Round 108: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:42.829|served:42.829|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs108:Clerk:act",
          "evidence": "Round 108: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs108:Clerk:clear",
          "evidence": "Round 108: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs108:Clerk:inventory_guard",
          "evidence": "Round 108: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs108:Clerk:staff_guard",
          "evidence": "Round 108: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs108:Clerk:payoff",
          "evidence": "Round 108: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs108:Clerk:learner",
          "evidence": "Round 108: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.746|reorder_target_total:78.047|staff_forecast:46.448|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0259,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.046,
        "role": "checkout",
        "round": 108,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.448,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs108:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs108:Supervisor:signal",
          "evidence": "Round 108: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs108:Supervisor:state",
          "evidence": "Round 108: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:42.829|served:42.829|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs108:Supervisor:act",
          "evidence": "Round 108: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs108:Supervisor:clear",
          "evidence": "Round 108: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs108:Supervisor:inventory_guard",
          "evidence": "Round 108: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs108:Supervisor:staff_guard",
          "evidence": "Round 108: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs108:Supervisor:payoff",
          "evidence": "Round 108: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs108:Supervisor:learner",
          "evidence": "Round 108: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.83 customer-unit demand, served 42.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 23.05. The online learner now forecasts 46.75 customer-units, targets 78.05 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.746|reorder_target_total:78.047|staff_forecast:46.448|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0259,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 23.046,
        "role": "supervisor",
        "round": 108,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.448,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs109:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs109:Buyer:signal",
          "evidence": "Round 109: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs109:Buyer:state",
          "evidence": "Round 109: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:44.958|served:44.958|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs109:Buyer:act",
          "evidence": "Round 109: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs109:Buyer:clear",
          "evidence": "Round 109: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs109:Buyer:inventory_guard",
          "evidence": "Round 109: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs109:Buyer:staff_guard",
          "evidence": "Round 109: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs109:Buyer:payoff",
          "evidence": "Round 109: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs109:Buyer:learner",
          "evidence": "Round 109: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.317|reorder_target_total:78.000|staff_forecast:46.031|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0243,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.647,
        "role": "inventory",
        "round": 109,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.031,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs109:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs109:Scheduler:signal",
          "evidence": "Round 109: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs109:Scheduler:state",
          "evidence": "Round 109: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:44.958|served:44.958|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs109:Scheduler:act",
          "evidence": "Round 109: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs109:Scheduler:clear",
          "evidence": "Round 109: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs109:Scheduler:inventory_guard",
          "evidence": "Round 109: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs109:Scheduler:staff_guard",
          "evidence": "Round 109: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs109:Scheduler:payoff",
          "evidence": "Round 109: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs109:Scheduler:learner",
          "evidence": "Round 109: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.317|reorder_target_total:78.000|staff_forecast:46.031|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0243,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.647,
        "role": "staffing",
        "round": 109,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.031,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs109:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs109:Clerk:signal",
          "evidence": "Round 109: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs109:Clerk:state",
          "evidence": "Round 109: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:44.958|served:44.958|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs109:Clerk:act",
          "evidence": "Round 109: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs109:Clerk:clear",
          "evidence": "Round 109: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs109:Clerk:inventory_guard",
          "evidence": "Round 109: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs109:Clerk:staff_guard",
          "evidence": "Round 109: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs109:Clerk:payoff",
          "evidence": "Round 109: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs109:Clerk:learner",
          "evidence": "Round 109: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.317|reorder_target_total:78.000|staff_forecast:46.031|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0243,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.647,
        "role": "checkout",
        "round": 109,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.031,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs109:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs109:Supervisor:signal",
          "evidence": "Round 109: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs109:Supervisor:state",
          "evidence": "Round 109: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:44.958|served:44.958|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs109:Supervisor:act",
          "evidence": "Round 109: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs109:Supervisor:clear",
          "evidence": "Round 109: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs109:Supervisor:inventory_guard",
          "evidence": "Round 109: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs109:Supervisor:staff_guard",
          "evidence": "Round 109: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs109:Supervisor:payoff",
          "evidence": "Round 109: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs109:Supervisor:learner",
          "evidence": "Round 109: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.96 customer-unit demand, served 44.96, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.65. The online learner now forecasts 46.32 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.317|reorder_target_total:78.000|staff_forecast:46.031|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0243,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.647,
        "role": "supervisor",
        "round": 109,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.031,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs110:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs110:Buyer:signal",
          "evidence": "Round 110: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs110:Buyer:state",
          "evidence": "Round 110: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:58.711|served:58.711|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs110:Buyer:act",
          "evidence": "Round 110: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs110:Buyer:clear",
          "evidence": "Round 110: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs110:Buyer:inventory_guard",
          "evidence": "Round 110: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs110:Buyer:staff_guard",
          "evidence": "Round 110: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs110:Buyer:payoff",
          "evidence": "Round 110: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs110:Buyer:learner",
          "evidence": "Round 110: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.292|reorder_target_total:78.001|staff_forecast:49.581|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0244,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 86.858,
        "role": "inventory",
        "round": 110,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.581,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs110:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs110:Scheduler:signal",
          "evidence": "Round 110: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs110:Scheduler:state",
          "evidence": "Round 110: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:58.711|served:58.711|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs110:Scheduler:act",
          "evidence": "Round 110: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs110:Scheduler:clear",
          "evidence": "Round 110: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs110:Scheduler:inventory_guard",
          "evidence": "Round 110: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs110:Scheduler:staff_guard",
          "evidence": "Round 110: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs110:Scheduler:payoff",
          "evidence": "Round 110: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs110:Scheduler:learner",
          "evidence": "Round 110: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.292|reorder_target_total:78.001|staff_forecast:49.581|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0244,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 86.858,
        "role": "staffing",
        "round": 110,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.581,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs110:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs110:Clerk:signal",
          "evidence": "Round 110: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs110:Clerk:state",
          "evidence": "Round 110: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:58.711|served:58.711|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs110:Clerk:act",
          "evidence": "Round 110: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs110:Clerk:clear",
          "evidence": "Round 110: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs110:Clerk:inventory_guard",
          "evidence": "Round 110: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs110:Clerk:staff_guard",
          "evidence": "Round 110: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs110:Clerk:payoff",
          "evidence": "Round 110: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs110:Clerk:learner",
          "evidence": "Round 110: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.292|reorder_target_total:78.001|staff_forecast:49.581|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0244,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 86.858,
        "role": "checkout",
        "round": 110,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.581,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs110:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs110:Supervisor:signal",
          "evidence": "Round 110: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs110:Supervisor:state",
          "evidence": "Round 110: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:58.711|served:58.711|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs110:Supervisor:act",
          "evidence": "Round 110: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs110:Supervisor:clear",
          "evidence": "Round 110: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs110:Supervisor:inventory_guard",
          "evidence": "Round 110: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs110:Supervisor:staff_guard",
          "evidence": "Round 110: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs110:Supervisor:payoff",
          "evidence": "Round 110: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs110:Supervisor:learner",
          "evidence": "Round 110: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.71 customer-unit demand, served 58.71, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 86.86. The online learner now forecasts 49.29 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.292|reorder_target_total:78.001|staff_forecast:49.581|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0244,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 86.858,
        "role": "supervisor",
        "round": 110,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.581,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs111:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs111:Buyer:signal",
          "evidence": "Round 111: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs111:Buyer:state",
          "evidence": "Round 111: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.752|served:56.752|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs111:Buyer:act",
          "evidence": "Round 111: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs111:Buyer:clear",
          "evidence": "Round 111: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs111:Buyer:inventory_guard",
          "evidence": "Round 111: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs111:Buyer:staff_guard",
          "evidence": "Round 111: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs111:Buyer:payoff",
          "evidence": "Round 111: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs111:Buyer:learner",
          "evidence": "Round 111: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.082|reorder_target_total:78.019|staff_forecast:51.589|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0185,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 80.68,
        "role": "inventory",
        "round": 111,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.589,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs111:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs111:Scheduler:signal",
          "evidence": "Round 111: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs111:Scheduler:state",
          "evidence": "Round 111: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.752|served:56.752|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs111:Scheduler:act",
          "evidence": "Round 111: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs111:Scheduler:clear",
          "evidence": "Round 111: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs111:Scheduler:inventory_guard",
          "evidence": "Round 111: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs111:Scheduler:staff_guard",
          "evidence": "Round 111: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs111:Scheduler:payoff",
          "evidence": "Round 111: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs111:Scheduler:learner",
          "evidence": "Round 111: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.082|reorder_target_total:78.019|staff_forecast:51.589|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0185,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 80.68,
        "role": "staffing",
        "round": 111,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.589,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs111:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs111:Clerk:signal",
          "evidence": "Round 111: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs111:Clerk:state",
          "evidence": "Round 111: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.752|served:56.752|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs111:Clerk:act",
          "evidence": "Round 111: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs111:Clerk:clear",
          "evidence": "Round 111: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs111:Clerk:inventory_guard",
          "evidence": "Round 111: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs111:Clerk:staff_guard",
          "evidence": "Round 111: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs111:Clerk:payoff",
          "evidence": "Round 111: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs111:Clerk:learner",
          "evidence": "Round 111: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.082|reorder_target_total:78.019|staff_forecast:51.589|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0185,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 80.68,
        "role": "checkout",
        "round": 111,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.589,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs111:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs111:Supervisor:signal",
          "evidence": "Round 111: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs111:Supervisor:state",
          "evidence": "Round 111: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.752|served:56.752|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs111:Supervisor:act",
          "evidence": "Round 111: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs111:Supervisor:clear",
          "evidence": "Round 111: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs111:Supervisor:inventory_guard",
          "evidence": "Round 111: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs111:Supervisor:staff_guard",
          "evidence": "Round 111: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs111:Supervisor:payoff",
          "evidence": "Round 111: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs111:Supervisor:learner",
          "evidence": "Round 111: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.75 customer-unit demand, served 56.75, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 80.68. The online learner now forecasts 51.08 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:51.082|reorder_target_total:78.019|staff_forecast:51.589|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0185,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 80.68,
        "role": "supervisor",
        "round": 111,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.589,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs112:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs112:Buyer:signal",
          "evidence": "Round 112: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs112:Buyer:state",
          "evidence": "Round 112: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.995|served:45.995|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs112:Buyer:act",
          "evidence": "Round 112: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs112:Buyer:clear",
          "evidence": "Round 112: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs112:Buyer:inventory_guard",
          "evidence": "Round 112: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs112:Buyer:staff_guard",
          "evidence": "Round 112: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs112:Buyer:payoff",
          "evidence": "Round 112: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs112:Buyer:learner",
          "evidence": "Round 112: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.860|reorder_target_total:78.024|staff_forecast:50.023|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0202,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.456,
        "role": "inventory",
        "round": 112,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.023,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs112:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs112:Scheduler:signal",
          "evidence": "Round 112: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs112:Scheduler:state",
          "evidence": "Round 112: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.995|served:45.995|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs112:Scheduler:act",
          "evidence": "Round 112: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs112:Scheduler:clear",
          "evidence": "Round 112: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs112:Scheduler:inventory_guard",
          "evidence": "Round 112: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs112:Scheduler:staff_guard",
          "evidence": "Round 112: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs112:Scheduler:payoff",
          "evidence": "Round 112: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs112:Scheduler:learner",
          "evidence": "Round 112: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.860|reorder_target_total:78.024|staff_forecast:50.023|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0202,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.456,
        "role": "staffing",
        "round": 112,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.023,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs112:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs112:Clerk:signal",
          "evidence": "Round 112: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs112:Clerk:state",
          "evidence": "Round 112: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.995|served:45.995|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs112:Clerk:act",
          "evidence": "Round 112: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs112:Clerk:clear",
          "evidence": "Round 112: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs112:Clerk:inventory_guard",
          "evidence": "Round 112: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs112:Clerk:staff_guard",
          "evidence": "Round 112: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs112:Clerk:payoff",
          "evidence": "Round 112: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs112:Clerk:learner",
          "evidence": "Round 112: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.860|reorder_target_total:78.024|staff_forecast:50.023|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0202,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.456,
        "role": "checkout",
        "round": 112,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.023,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs112:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs112:Supervisor:signal",
          "evidence": "Round 112: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs112:Supervisor:state",
          "evidence": "Round 112: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:45.995|served:45.995|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs112:Supervisor:act",
          "evidence": "Round 112: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs112:Supervisor:clear",
          "evidence": "Round 112: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs112:Supervisor:inventory_guard",
          "evidence": "Round 112: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs112:Supervisor:staff_guard",
          "evidence": "Round 112: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs112:Supervisor:payoff",
          "evidence": "Round 112: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs112:Supervisor:learner",
          "evidence": "Round 112: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.99 customer-unit demand, served 45.99, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 37.46. The online learner now forecasts 49.86 customer-units, targets 78.02 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.860|reorder_target_total:78.024|staff_forecast:50.023|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0202,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.456,
        "role": "supervisor",
        "round": 112,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.023,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs113:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs113:Buyer:signal",
          "evidence": "Round 113: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs113:Buyer:state",
          "evidence": "Round 113: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:42.598|served:42.598|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs113:Buyer:act",
          "evidence": "Round 113: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs113:Buyer:clear",
          "evidence": "Round 113: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs113:Buyer:inventory_guard",
          "evidence": "Round 113: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs113:Buyer:staff_guard",
          "evidence": "Round 113: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs113:Buyer:payoff",
          "evidence": "Round 113: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs113:Buyer:learner",
          "evidence": "Round 113: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.117|reorder_target_total:78.005|staff_forecast:47.944|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.535,
        "role": "inventory",
        "round": 113,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.944,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs113:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs113:Scheduler:signal",
          "evidence": "Round 113: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs113:Scheduler:state",
          "evidence": "Round 113: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:42.598|served:42.598|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs113:Scheduler:act",
          "evidence": "Round 113: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs113:Scheduler:clear",
          "evidence": "Round 113: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs113:Scheduler:inventory_guard",
          "evidence": "Round 113: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs113:Scheduler:staff_guard",
          "evidence": "Round 113: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs113:Scheduler:payoff",
          "evidence": "Round 113: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs113:Scheduler:learner",
          "evidence": "Round 113: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.117|reorder_target_total:78.005|staff_forecast:47.944|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.535,
        "role": "staffing",
        "round": 113,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.944,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs113:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs113:Clerk:signal",
          "evidence": "Round 113: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs113:Clerk:state",
          "evidence": "Round 113: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:42.598|served:42.598|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs113:Clerk:act",
          "evidence": "Round 113: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs113:Clerk:clear",
          "evidence": "Round 113: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs113:Clerk:inventory_guard",
          "evidence": "Round 113: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs113:Clerk:staff_guard",
          "evidence": "Round 113: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs113:Clerk:payoff",
          "evidence": "Round 113: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs113:Clerk:learner",
          "evidence": "Round 113: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.117|reorder_target_total:78.005|staff_forecast:47.944|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.535,
        "role": "checkout",
        "round": 113,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.944,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs113:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs113:Supervisor:signal",
          "evidence": "Round 113: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs113:Supervisor:state",
          "evidence": "Round 113: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:42.598|served:42.598|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs113:Supervisor:act",
          "evidence": "Round 113: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs113:Supervisor:clear",
          "evidence": "Round 113: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs113:Supervisor:inventory_guard",
          "evidence": "Round 113: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs113:Supervisor:staff_guard",
          "evidence": "Round 113: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs113:Supervisor:payoff",
          "evidence": "Round 113: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs113:Supervisor:learner",
          "evidence": "Round 113: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.60 customer-unit demand, served 42.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 20.54. The online learner now forecasts 48.12 customer-units, targets 78.00 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.117|reorder_target_total:78.005|staff_forecast:47.944|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0265,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 20.535,
        "role": "supervisor",
        "round": 113,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.944,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs114:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs114:Buyer:signal",
          "evidence": "Round 114: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs114:Buyer:state",
          "evidence": "Round 114: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.109|served:41.109|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs114:Buyer:act",
          "evidence": "Round 114: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs114:Buyer:clear",
          "evidence": "Round 114: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs114:Buyer:inventory_guard",
          "evidence": "Round 114: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs114:Buyer:staff_guard",
          "evidence": "Round 114: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs114:Buyer:payoff",
          "evidence": "Round 114: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs114:Buyer:learner",
          "evidence": "Round 114: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.434|reorder_target_total:77.966|staff_forecast:46.030|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0271,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 14.545,
        "role": "inventory",
        "round": 114,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.03,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs114:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs114:Scheduler:signal",
          "evidence": "Round 114: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs114:Scheduler:state",
          "evidence": "Round 114: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.109|served:41.109|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs114:Scheduler:act",
          "evidence": "Round 114: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs114:Scheduler:clear",
          "evidence": "Round 114: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs114:Scheduler:inventory_guard",
          "evidence": "Round 114: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs114:Scheduler:staff_guard",
          "evidence": "Round 114: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs114:Scheduler:payoff",
          "evidence": "Round 114: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs114:Scheduler:learner",
          "evidence": "Round 114: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.434|reorder_target_total:77.966|staff_forecast:46.030|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0271,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 14.545,
        "role": "staffing",
        "round": 114,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.03,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs114:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs114:Clerk:signal",
          "evidence": "Round 114: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs114:Clerk:state",
          "evidence": "Round 114: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.109|served:41.109|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs114:Clerk:act",
          "evidence": "Round 114: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs114:Clerk:clear",
          "evidence": "Round 114: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs114:Clerk:inventory_guard",
          "evidence": "Round 114: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs114:Clerk:staff_guard",
          "evidence": "Round 114: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs114:Clerk:payoff",
          "evidence": "Round 114: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs114:Clerk:learner",
          "evidence": "Round 114: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.434|reorder_target_total:77.966|staff_forecast:46.030|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0271,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 14.545,
        "role": "checkout",
        "round": 114,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.03,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs114:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs114:Supervisor:signal",
          "evidence": "Round 114: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs114:Supervisor:state",
          "evidence": "Round 114: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:41.109|served:41.109|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs114:Supervisor:act",
          "evidence": "Round 114: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs114:Supervisor:clear",
          "evidence": "Round 114: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs114:Supervisor:inventory_guard",
          "evidence": "Round 114: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs114:Supervisor:staff_guard",
          "evidence": "Round 114: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs114:Supervisor:payoff",
          "evidence": "Round 114: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs114:Supervisor:learner",
          "evidence": "Round 114: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.11 customer-unit demand, served 41.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 14.54. The online learner now forecasts 46.43 customer-units, targets 77.97 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.434|reorder_target_total:77.966|staff_forecast:46.030|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0271,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 14.545,
        "role": "supervisor",
        "round": 114,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.03,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs115:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs115:Buyer:signal",
          "evidence": "Round 115: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs115:Buyer:state",
          "evidence": "Round 115: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:42.748|served:42.748|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs115:Buyer:act",
          "evidence": "Round 115: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs115:Buyer:clear",
          "evidence": "Round 115: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs115:Buyer:inventory_guard",
          "evidence": "Round 115: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs115:Buyer:staff_guard",
          "evidence": "Round 115: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs115:Buyer:payoff",
          "evidence": "Round 115: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs115:Buyer:learner",
          "evidence": "Round 115: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.550|reorder_target_total:77.919|staff_forecast:45.111|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0203,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.886,
        "role": "inventory",
        "round": 115,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.111,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs115:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs115:Scheduler:signal",
          "evidence": "Round 115: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs115:Scheduler:state",
          "evidence": "Round 115: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:42.748|served:42.748|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs115:Scheduler:act",
          "evidence": "Round 115: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs115:Scheduler:clear",
          "evidence": "Round 115: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs115:Scheduler:inventory_guard",
          "evidence": "Round 115: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs115:Scheduler:staff_guard",
          "evidence": "Round 115: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs115:Scheduler:payoff",
          "evidence": "Round 115: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs115:Scheduler:learner",
          "evidence": "Round 115: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.550|reorder_target_total:77.919|staff_forecast:45.111|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0203,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.886,
        "role": "staffing",
        "round": 115,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.111,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs115:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs115:Clerk:signal",
          "evidence": "Round 115: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs115:Clerk:state",
          "evidence": "Round 115: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:42.748|served:42.748|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs115:Clerk:act",
          "evidence": "Round 115: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs115:Clerk:clear",
          "evidence": "Round 115: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs115:Clerk:inventory_guard",
          "evidence": "Round 115: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs115:Clerk:staff_guard",
          "evidence": "Round 115: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs115:Clerk:payoff",
          "evidence": "Round 115: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs115:Clerk:learner",
          "evidence": "Round 115: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.550|reorder_target_total:77.919|staff_forecast:45.111|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0203,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.886,
        "role": "checkout",
        "round": 115,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.111,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs115:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs115:Supervisor:signal",
          "evidence": "Round 115: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs115:Supervisor:state",
          "evidence": "Round 115: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:42.748|served:42.748|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs115:Supervisor:act",
          "evidence": "Round 115: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs115:Supervisor:clear",
          "evidence": "Round 115: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs115:Supervisor:inventory_guard",
          "evidence": "Round 115: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs115:Supervisor:staff_guard",
          "evidence": "Round 115: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs115:Supervisor:payoff",
          "evidence": "Round 115: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs115:Supervisor:learner",
          "evidence": "Round 115: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.75 customer-unit demand, served 42.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.89. The online learner now forecasts 45.55 customer-units, targets 77.92 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.550|reorder_target_total:77.919|staff_forecast:45.111|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0203,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.886,
        "role": "supervisor",
        "round": 115,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.111,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs116:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs116:Buyer:signal",
          "evidence": "Round 116: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs116:Buyer:state",
          "evidence": "Round 116: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:40.317|served:40.317|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs116:Buyer:act",
          "evidence": "Round 116: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs116:Buyer:clear",
          "evidence": "Round 116: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs116:Buyer:inventory_guard",
          "evidence": "Round 116: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs116:Buyer:staff_guard",
          "evidence": "Round 116: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs116:Buyer:payoff",
          "evidence": "Round 116: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs116:Buyer:learner",
          "evidence": "Round 116: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.294|reorder_target_total:77.833|staff_forecast:43.769|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0249,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.649,
        "role": "inventory",
        "round": 116,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 43.769,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs116:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs116:Scheduler:signal",
          "evidence": "Round 116: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs116:Scheduler:state",
          "evidence": "Round 116: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:40.317|served:40.317|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs116:Scheduler:act",
          "evidence": "Round 116: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs116:Scheduler:clear",
          "evidence": "Round 116: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs116:Scheduler:inventory_guard",
          "evidence": "Round 116: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs116:Scheduler:staff_guard",
          "evidence": "Round 116: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs116:Scheduler:payoff",
          "evidence": "Round 116: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs116:Scheduler:learner",
          "evidence": "Round 116: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.294|reorder_target_total:77.833|staff_forecast:43.769|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0249,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.649,
        "role": "staffing",
        "round": 116,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 43.769,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs116:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs116:Clerk:signal",
          "evidence": "Round 116: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs116:Clerk:state",
          "evidence": "Round 116: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:40.317|served:40.317|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs116:Clerk:act",
          "evidence": "Round 116: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs116:Clerk:clear",
          "evidence": "Round 116: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs116:Clerk:inventory_guard",
          "evidence": "Round 116: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs116:Clerk:staff_guard",
          "evidence": "Round 116: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs116:Clerk:payoff",
          "evidence": "Round 116: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs116:Clerk:learner",
          "evidence": "Round 116: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.294|reorder_target_total:77.833|staff_forecast:43.769|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0249,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.649,
        "role": "checkout",
        "round": 116,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 43.769,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs116:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs116:Supervisor:signal",
          "evidence": "Round 116: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs116:Supervisor:state",
          "evidence": "Round 116: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:40.317|served:40.317|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs116:Supervisor:act",
          "evidence": "Round 116: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs116:Supervisor:clear",
          "evidence": "Round 116: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs116:Supervisor:inventory_guard",
          "evidence": "Round 116: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs116:Supervisor:staff_guard",
          "evidence": "Round 116: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs116:Supervisor:payoff",
          "evidence": "Round 116: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs116:Supervisor:learner",
          "evidence": "Round 116: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.32 customer-unit demand, served 40.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.65. The online learner now forecasts 44.29 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.294|reorder_target_total:77.833|staff_forecast:43.769|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0249,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.649,
        "role": "supervisor",
        "round": 116,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 43.769,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs117:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs117:Buyer:signal",
          "evidence": "Round 117: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs117:Buyer:state",
          "evidence": "Round 117: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.917|served:58.917|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs117:Buyer:act",
          "evidence": "Round 117: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs117:Buyer:clear",
          "evidence": "Round 117: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs117:Buyer:inventory_guard",
          "evidence": "Round 117: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs117:Buyer:staff_guard",
          "evidence": "Round 117: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs117:Buyer:payoff",
          "evidence": "Round 117: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs117:Buyer:learner",
          "evidence": "Round 117: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.804|reorder_target_total:77.822|staff_forecast:48.010|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.107,
        "role": "inventory",
        "round": 117,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.01,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs117:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs117:Scheduler:signal",
          "evidence": "Round 117: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs117:Scheduler:state",
          "evidence": "Round 117: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.917|served:58.917|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs117:Scheduler:act",
          "evidence": "Round 117: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs117:Scheduler:clear",
          "evidence": "Round 117: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs117:Scheduler:inventory_guard",
          "evidence": "Round 117: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs117:Scheduler:staff_guard",
          "evidence": "Round 117: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs117:Scheduler:payoff",
          "evidence": "Round 117: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs117:Scheduler:learner",
          "evidence": "Round 117: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.804|reorder_target_total:77.822|staff_forecast:48.010|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.107,
        "role": "staffing",
        "round": 117,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.01,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs117:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs117:Clerk:signal",
          "evidence": "Round 117: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs117:Clerk:state",
          "evidence": "Round 117: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.917|served:58.917|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs117:Clerk:act",
          "evidence": "Round 117: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs117:Clerk:clear",
          "evidence": "Round 117: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs117:Clerk:inventory_guard",
          "evidence": "Round 117: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs117:Clerk:staff_guard",
          "evidence": "Round 117: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs117:Clerk:payoff",
          "evidence": "Round 117: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs117:Clerk:learner",
          "evidence": "Round 117: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.804|reorder_target_total:77.822|staff_forecast:48.010|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.107,
        "role": "checkout",
        "round": 117,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.01,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs117:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs117:Supervisor:signal",
          "evidence": "Round 117: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs117:Supervisor:state",
          "evidence": "Round 117: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:58.917|served:58.917|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs117:Supervisor:act",
          "evidence": "Round 117: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs117:Supervisor:clear",
          "evidence": "Round 117: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs117:Supervisor:inventory_guard",
          "evidence": "Round 117: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs117:Supervisor:staff_guard",
          "evidence": "Round 117: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs117:Supervisor:payoff",
          "evidence": "Round 117: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs117:Supervisor:learner",
          "evidence": "Round 117: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 58.92 customer-unit demand, served 58.92, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 84.11. The online learner now forecasts 47.80 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.804|reorder_target_total:77.822|staff_forecast:48.010|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 84.107,
        "role": "supervisor",
        "round": 117,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.01,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs118:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs118:Buyer:signal",
          "evidence": "Round 118: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs118:Buyer:state",
          "evidence": "Round 118: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:56.791|served:56.791|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs118:Buyer:act",
          "evidence": "Round 118: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs118:Buyer:clear",
          "evidence": "Round 118: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs118:Buyer:inventory_guard",
          "evidence": "Round 118: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs118:Buyer:staff_guard",
          "evidence": "Round 118: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs118:Buyer:payoff",
          "evidence": "Round 118: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs118:Buyer:learner",
          "evidence": "Round 118: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.961|reorder_target_total:77.833|staff_forecast:50.469|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 72.603,
        "role": "inventory",
        "round": 118,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.469,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs118:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs118:Scheduler:signal",
          "evidence": "Round 118: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs118:Scheduler:state",
          "evidence": "Round 118: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:56.791|served:56.791|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs118:Scheduler:act",
          "evidence": "Round 118: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs118:Scheduler:clear",
          "evidence": "Round 118: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs118:Scheduler:inventory_guard",
          "evidence": "Round 118: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs118:Scheduler:staff_guard",
          "evidence": "Round 118: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs118:Scheduler:payoff",
          "evidence": "Round 118: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs118:Scheduler:learner",
          "evidence": "Round 118: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.961|reorder_target_total:77.833|staff_forecast:50.469|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 72.603,
        "role": "staffing",
        "round": 118,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.469,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs118:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs118:Clerk:signal",
          "evidence": "Round 118: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs118:Clerk:state",
          "evidence": "Round 118: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:56.791|served:56.791|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs118:Clerk:act",
          "evidence": "Round 118: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs118:Clerk:clear",
          "evidence": "Round 118: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs118:Clerk:inventory_guard",
          "evidence": "Round 118: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs118:Clerk:staff_guard",
          "evidence": "Round 118: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs118:Clerk:payoff",
          "evidence": "Round 118: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs118:Clerk:learner",
          "evidence": "Round 118: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.961|reorder_target_total:77.833|staff_forecast:50.469|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 72.603,
        "role": "checkout",
        "round": 118,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.469,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs118:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs118:Supervisor:signal",
          "evidence": "Round 118: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs118:Supervisor:state",
          "evidence": "Round 118: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:56.791|served:56.791|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs118:Supervisor:act",
          "evidence": "Round 118: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs118:Supervisor:clear",
          "evidence": "Round 118: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs118:Supervisor:inventory_guard",
          "evidence": "Round 118: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs118:Supervisor:staff_guard",
          "evidence": "Round 118: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs118:Supervisor:payoff",
          "evidence": "Round 118: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs118:Supervisor:learner",
          "evidence": "Round 118: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.79 customer-unit demand, served 56.79, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 72.60. The online learner now forecasts 49.96 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.961|reorder_target_total:77.833|staff_forecast:50.469|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 72.603,
        "role": "supervisor",
        "round": 118,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.469,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs119:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs119:Buyer:signal",
          "evidence": "Round 119: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs119:Buyer:state",
          "evidence": "Round 119: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:48.584|served:48.584|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs119:Buyer:act",
          "evidence": "Round 119: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs119:Buyer:clear",
          "evidence": "Round 119: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs119:Buyer:inventory_guard",
          "evidence": "Round 119: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs119:Buyer:staff_guard",
          "evidence": "Round 119: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs119:Buyer:payoff",
          "evidence": "Round 119: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs119:Buyer:learner",
          "evidence": "Round 119: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.630|reorder_target_total:77.833|staff_forecast:49.941|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0183,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.931,
        "role": "inventory",
        "round": 119,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.941,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs119:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs119:Scheduler:signal",
          "evidence": "Round 119: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs119:Scheduler:state",
          "evidence": "Round 119: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:48.584|served:48.584|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs119:Scheduler:act",
          "evidence": "Round 119: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs119:Scheduler:clear",
          "evidence": "Round 119: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs119:Scheduler:inventory_guard",
          "evidence": "Round 119: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs119:Scheduler:staff_guard",
          "evidence": "Round 119: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs119:Scheduler:payoff",
          "evidence": "Round 119: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs119:Scheduler:learner",
          "evidence": "Round 119: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.630|reorder_target_total:77.833|staff_forecast:49.941|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0183,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.931,
        "role": "staffing",
        "round": 119,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.941,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs119:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs119:Clerk:signal",
          "evidence": "Round 119: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs119:Clerk:state",
          "evidence": "Round 119: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:48.584|served:48.584|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs119:Clerk:act",
          "evidence": "Round 119: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs119:Clerk:clear",
          "evidence": "Round 119: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs119:Clerk:inventory_guard",
          "evidence": "Round 119: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs119:Clerk:staff_guard",
          "evidence": "Round 119: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs119:Clerk:payoff",
          "evidence": "Round 119: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs119:Clerk:learner",
          "evidence": "Round 119: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.630|reorder_target_total:77.833|staff_forecast:49.941|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0183,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.931,
        "role": "checkout",
        "round": 119,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.941,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs119:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs119:Supervisor:signal",
          "evidence": "Round 119: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs119:Supervisor:state",
          "evidence": "Round 119: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:48.584|served:48.584|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs119:Supervisor:act",
          "evidence": "Round 119: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs119:Supervisor:clear",
          "evidence": "Round 119: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs119:Supervisor:inventory_guard",
          "evidence": "Round 119: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs119:Supervisor:staff_guard",
          "evidence": "Round 119: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs119:Supervisor:payoff",
          "evidence": "Round 119: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs119:Supervisor:learner",
          "evidence": "Round 119: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.58 customer-unit demand, served 48.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 44.93. The online learner now forecasts 49.63 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.630|reorder_target_total:77.833|staff_forecast:49.941|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0183,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 44.931,
        "role": "supervisor",
        "round": 119,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.941,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs120:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs120:Buyer:signal",
          "evidence": "Round 120: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs120:Buyer:state",
          "evidence": "Round 120: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:46.201|served:46.201|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs120:Buyer:act",
          "evidence": "Round 120: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs120:Buyer:clear",
          "evidence": "Round 120: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs120:Buyer:inventory_guard",
          "evidence": "Round 120: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs120:Buyer:staff_guard",
          "evidence": "Round 120: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs120:Buyer:payoff",
          "evidence": "Round 120: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs120:Buyer:learner",
          "evidence": "Round 120: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.807|reorder_target_total:77.828|staff_forecast:48.894|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0197,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.467,
        "role": "inventory",
        "round": 120,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.894,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs120:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs120:Scheduler:signal",
          "evidence": "Round 120: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs120:Scheduler:state",
          "evidence": "Round 120: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:46.201|served:46.201|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs120:Scheduler:act",
          "evidence": "Round 120: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs120:Scheduler:clear",
          "evidence": "Round 120: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs120:Scheduler:inventory_guard",
          "evidence": "Round 120: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs120:Scheduler:staff_guard",
          "evidence": "Round 120: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs120:Scheduler:payoff",
          "evidence": "Round 120: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs120:Scheduler:learner",
          "evidence": "Round 120: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.807|reorder_target_total:77.828|staff_forecast:48.894|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0197,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.467,
        "role": "staffing",
        "round": 120,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.894,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs120:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs120:Clerk:signal",
          "evidence": "Round 120: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs120:Clerk:state",
          "evidence": "Round 120: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:46.201|served:46.201|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs120:Clerk:act",
          "evidence": "Round 120: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs120:Clerk:clear",
          "evidence": "Round 120: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs120:Clerk:inventory_guard",
          "evidence": "Round 120: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs120:Clerk:staff_guard",
          "evidence": "Round 120: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs120:Clerk:payoff",
          "evidence": "Round 120: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs120:Clerk:learner",
          "evidence": "Round 120: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.807|reorder_target_total:77.828|staff_forecast:48.894|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0197,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.467,
        "role": "checkout",
        "round": 120,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.894,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs120:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs120:Supervisor:signal",
          "evidence": "Round 120: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs120:Supervisor:state",
          "evidence": "Round 120: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:46.201|served:46.201|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs120:Supervisor:act",
          "evidence": "Round 120: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs120:Supervisor:clear",
          "evidence": "Round 120: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs120:Supervisor:inventory_guard",
          "evidence": "Round 120: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs120:Supervisor:staff_guard",
          "evidence": "Round 120: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs120:Supervisor:payoff",
          "evidence": "Round 120: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs120:Supervisor:learner",
          "evidence": "Round 120: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.20 customer-unit demand, served 46.20, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.47. The online learner now forecasts 48.81 customer-units, targets 77.83 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.807|reorder_target_total:77.828|staff_forecast:48.894|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0197,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.467,
        "role": "supervisor",
        "round": 120,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.894,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs121:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs121:Buyer:signal",
          "evidence": "Round 121: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs121:Buyer:state",
          "evidence": "Round 121: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:45.591|served:45.591|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs121:Buyer:act",
          "evidence": "Round 121: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs121:Buyer:clear",
          "evidence": "Round 121: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs121:Buyer:inventory_guard",
          "evidence": "Round 121: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs121:Buyer:staff_guard",
          "evidence": "Round 121: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs121:Buyer:payoff",
          "evidence": "Round 121: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs121:Buyer:learner",
          "evidence": "Round 121: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.035|reorder_target_total:77.821|staff_forecast:47.969|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0253,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.621,
        "role": "inventory",
        "round": 121,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.969,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs121:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs121:Scheduler:signal",
          "evidence": "Round 121: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs121:Scheduler:state",
          "evidence": "Round 121: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:45.591|served:45.591|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs121:Scheduler:act",
          "evidence": "Round 121: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs121:Scheduler:clear",
          "evidence": "Round 121: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs121:Scheduler:inventory_guard",
          "evidence": "Round 121: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs121:Scheduler:staff_guard",
          "evidence": "Round 121: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs121:Scheduler:payoff",
          "evidence": "Round 121: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs121:Scheduler:learner",
          "evidence": "Round 121: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.035|reorder_target_total:77.821|staff_forecast:47.969|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0253,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.621,
        "role": "staffing",
        "round": 121,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.969,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs121:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs121:Clerk:signal",
          "evidence": "Round 121: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs121:Clerk:state",
          "evidence": "Round 121: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:45.591|served:45.591|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs121:Clerk:act",
          "evidence": "Round 121: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs121:Clerk:clear",
          "evidence": "Round 121: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs121:Clerk:inventory_guard",
          "evidence": "Round 121: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs121:Clerk:staff_guard",
          "evidence": "Round 121: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs121:Clerk:payoff",
          "evidence": "Round 121: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs121:Clerk:learner",
          "evidence": "Round 121: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.035|reorder_target_total:77.821|staff_forecast:47.969|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0253,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.621,
        "role": "checkout",
        "round": 121,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.969,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs121:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs121:Supervisor:signal",
          "evidence": "Round 121: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs121:Supervisor:state",
          "evidence": "Round 121: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:45.591|served:45.591|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs121:Supervisor:act",
          "evidence": "Round 121: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs121:Supervisor:clear",
          "evidence": "Round 121: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs121:Supervisor:inventory_guard",
          "evidence": "Round 121: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs121:Supervisor:staff_guard",
          "evidence": "Round 121: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs121:Supervisor:payoff",
          "evidence": "Round 121: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs121:Supervisor:learner",
          "evidence": "Round 121: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.59 customer-unit demand, served 45.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.03, and earned profit 31.62. The online learner now forecasts 48.03 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.035|reorder_target_total:77.821|staff_forecast:47.969|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0253,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.621,
        "role": "supervisor",
        "round": 121,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.969,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs122:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs122:Buyer:signal",
          "evidence": "Round 122: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs122:Buyer:state",
          "evidence": "Round 122: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.754|served:45.754|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs122:Buyer:act",
          "evidence": "Round 122: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs122:Buyer:clear",
          "evidence": "Round 122: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs122:Buyer:inventory_guard",
          "evidence": "Round 122: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs122:Buyer:staff_guard",
          "evidence": "Round 122: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs122:Buyer:payoff",
          "evidence": "Round 122: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs122:Buyer:learner",
          "evidence": "Round 122: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.487|reorder_target_total:77.808|staff_forecast:47.349|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.938,
        "role": "inventory",
        "round": 122,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.349,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs122:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs122:Scheduler:signal",
          "evidence": "Round 122: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs122:Scheduler:state",
          "evidence": "Round 122: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.754|served:45.754|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs122:Scheduler:act",
          "evidence": "Round 122: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs122:Scheduler:clear",
          "evidence": "Round 122: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs122:Scheduler:inventory_guard",
          "evidence": "Round 122: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs122:Scheduler:staff_guard",
          "evidence": "Round 122: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs122:Scheduler:payoff",
          "evidence": "Round 122: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs122:Scheduler:learner",
          "evidence": "Round 122: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.487|reorder_target_total:77.808|staff_forecast:47.349|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.938,
        "role": "staffing",
        "round": 122,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.349,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs122:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs122:Clerk:signal",
          "evidence": "Round 122: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs122:Clerk:state",
          "evidence": "Round 122: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.754|served:45.754|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs122:Clerk:act",
          "evidence": "Round 122: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs122:Clerk:clear",
          "evidence": "Round 122: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs122:Clerk:inventory_guard",
          "evidence": "Round 122: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs122:Clerk:staff_guard",
          "evidence": "Round 122: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs122:Clerk:payoff",
          "evidence": "Round 122: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs122:Clerk:learner",
          "evidence": "Round 122: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.487|reorder_target_total:77.808|staff_forecast:47.349|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.938,
        "role": "checkout",
        "round": 122,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.349,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs122:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs122:Supervisor:signal",
          "evidence": "Round 122: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs122:Supervisor:state",
          "evidence": "Round 122: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.754|served:45.754|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs122:Supervisor:act",
          "evidence": "Round 122: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs122:Supervisor:clear",
          "evidence": "Round 122: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs122:Supervisor:inventory_guard",
          "evidence": "Round 122: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs122:Supervisor:staff_guard",
          "evidence": "Round 122: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs122:Supervisor:payoff",
          "evidence": "Round 122: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs122:Supervisor:learner",
          "evidence": "Round 122: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.75 customer-unit demand, served 45.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.94. The online learner now forecasts 47.49 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.487|reorder_target_total:77.808|staff_forecast:47.349|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.938,
        "role": "supervisor",
        "round": 122,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.349,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs123:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs123:Buyer:signal",
          "evidence": "Round 123: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs123:Buyer:state",
          "evidence": "Round 123: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:45.125|served:45.125|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs123:Buyer:act",
          "evidence": "Round 123: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs123:Buyer:clear",
          "evidence": "Round 123: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs123:Buyer:inventory_guard",
          "evidence": "Round 123: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs123:Buyer:staff_guard",
          "evidence": "Round 123: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs123:Buyer:payoff",
          "evidence": "Round 123: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs123:Buyer:learner",
          "evidence": "Round 123: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.920|reorder_target_total:77.772|staff_forecast:46.726|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.703,
        "role": "inventory",
        "round": 123,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.726,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs123:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs123:Scheduler:signal",
          "evidence": "Round 123: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs123:Scheduler:state",
          "evidence": "Round 123: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:45.125|served:45.125|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs123:Scheduler:act",
          "evidence": "Round 123: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs123:Scheduler:clear",
          "evidence": "Round 123: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs123:Scheduler:inventory_guard",
          "evidence": "Round 123: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs123:Scheduler:staff_guard",
          "evidence": "Round 123: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs123:Scheduler:payoff",
          "evidence": "Round 123: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs123:Scheduler:learner",
          "evidence": "Round 123: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.920|reorder_target_total:77.772|staff_forecast:46.726|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.703,
        "role": "staffing",
        "round": 123,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.726,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs123:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs123:Clerk:signal",
          "evidence": "Round 123: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs123:Clerk:state",
          "evidence": "Round 123: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:45.125|served:45.125|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs123:Clerk:act",
          "evidence": "Round 123: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs123:Clerk:clear",
          "evidence": "Round 123: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs123:Clerk:inventory_guard",
          "evidence": "Round 123: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs123:Clerk:staff_guard",
          "evidence": "Round 123: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs123:Clerk:payoff",
          "evidence": "Round 123: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs123:Clerk:learner",
          "evidence": "Round 123: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.920|reorder_target_total:77.772|staff_forecast:46.726|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.703,
        "role": "checkout",
        "round": 123,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.726,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs123:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs123:Supervisor:signal",
          "evidence": "Round 123: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs123:Supervisor:state",
          "evidence": "Round 123: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:45.125|served:45.125|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs123:Supervisor:act",
          "evidence": "Round 123: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs123:Supervisor:clear",
          "evidence": "Round 123: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs123:Supervisor:inventory_guard",
          "evidence": "Round 123: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs123:Supervisor:staff_guard",
          "evidence": "Round 123: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs123:Supervisor:payoff",
          "evidence": "Round 123: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs123:Supervisor:learner",
          "evidence": "Round 123: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.12 customer-unit demand, served 45.12, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.70. The online learner now forecasts 46.92 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.920|reorder_target_total:77.772|staff_forecast:46.726|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0248,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.703,
        "role": "supervisor",
        "round": 123,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.726,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs124:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs124:Buyer:signal",
          "evidence": "Round 124: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs124:Buyer:state",
          "evidence": "Round 124: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:56.288|served:56.288|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs124:Buyer:act",
          "evidence": "Round 124: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs124:Buyer:clear",
          "evidence": "Round 124: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs124:Buyer:inventory_guard",
          "evidence": "Round 124: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs124:Buyer:staff_guard",
          "evidence": "Round 124: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs124:Buyer:payoff",
          "evidence": "Round 124: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs124:Buyer:learner",
          "evidence": "Round 124: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.167|reorder_target_total:77.779|staff_forecast:49.403|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0154,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 74.94,
        "role": "inventory",
        "round": 124,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.403,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs124:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs124:Scheduler:signal",
          "evidence": "Round 124: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs124:Scheduler:state",
          "evidence": "Round 124: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:56.288|served:56.288|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs124:Scheduler:act",
          "evidence": "Round 124: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs124:Scheduler:clear",
          "evidence": "Round 124: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs124:Scheduler:inventory_guard",
          "evidence": "Round 124: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs124:Scheduler:staff_guard",
          "evidence": "Round 124: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs124:Scheduler:payoff",
          "evidence": "Round 124: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs124:Scheduler:learner",
          "evidence": "Round 124: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.167|reorder_target_total:77.779|staff_forecast:49.403|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0154,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 74.94,
        "role": "staffing",
        "round": 124,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.403,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs124:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs124:Clerk:signal",
          "evidence": "Round 124: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs124:Clerk:state",
          "evidence": "Round 124: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:56.288|served:56.288|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs124:Clerk:act",
          "evidence": "Round 124: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs124:Clerk:clear",
          "evidence": "Round 124: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs124:Clerk:inventory_guard",
          "evidence": "Round 124: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs124:Clerk:staff_guard",
          "evidence": "Round 124: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs124:Clerk:payoff",
          "evidence": "Round 124: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs124:Clerk:learner",
          "evidence": "Round 124: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.167|reorder_target_total:77.779|staff_forecast:49.403|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0154,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 74.94,
        "role": "checkout",
        "round": 124,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.403,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs124:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs124:Supervisor:signal",
          "evidence": "Round 124: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs124:Supervisor:state",
          "evidence": "Round 124: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:56.288|served:56.288|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs124:Supervisor:act",
          "evidence": "Round 124: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs124:Supervisor:clear",
          "evidence": "Round 124: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs124:Supervisor:inventory_guard",
          "evidence": "Round 124: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs124:Supervisor:staff_guard",
          "evidence": "Round 124: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs124:Supervisor:payoff",
          "evidence": "Round 124: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs124:Supervisor:learner",
          "evidence": "Round 124: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.29 customer-unit demand, served 56.29, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 74.94. The online learner now forecasts 49.17 customer-units, targets 77.78 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.167|reorder_target_total:77.779|staff_forecast:49.403|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0154,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 74.94,
        "role": "supervisor",
        "round": 124,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.403,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs125:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs125:Buyer:signal",
          "evidence": "Round 125: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs125:Buyer:state",
          "evidence": "Round 125: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.206|served:56.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs125:Buyer:act",
          "evidence": "Round 125: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs125:Buyer:clear",
          "evidence": "Round 125: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs125:Buyer:inventory_guard",
          "evidence": "Round 125: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs125:Buyer:staff_guard",
          "evidence": "Round 125: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs125:Buyer:payoff",
          "evidence": "Round 125: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs125:Buyer:learner",
          "evidence": "Round 125: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.857|reorder_target_total:77.803|staff_forecast:51.308|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0119,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 71.34,
        "role": "inventory",
        "round": 125,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.308,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs125:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs125:Scheduler:signal",
          "evidence": "Round 125: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs125:Scheduler:state",
          "evidence": "Round 125: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.206|served:56.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs125:Scheduler:act",
          "evidence": "Round 125: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs125:Scheduler:clear",
          "evidence": "Round 125: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs125:Scheduler:inventory_guard",
          "evidence": "Round 125: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs125:Scheduler:staff_guard",
          "evidence": "Round 125: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs125:Scheduler:payoff",
          "evidence": "Round 125: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs125:Scheduler:learner",
          "evidence": "Round 125: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.857|reorder_target_total:77.803|staff_forecast:51.308|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0119,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 71.34,
        "role": "staffing",
        "round": 125,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.308,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs125:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs125:Clerk:signal",
          "evidence": "Round 125: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs125:Clerk:state",
          "evidence": "Round 125: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.206|served:56.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs125:Clerk:act",
          "evidence": "Round 125: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs125:Clerk:clear",
          "evidence": "Round 125: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs125:Clerk:inventory_guard",
          "evidence": "Round 125: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs125:Clerk:staff_guard",
          "evidence": "Round 125: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs125:Clerk:payoff",
          "evidence": "Round 125: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs125:Clerk:learner",
          "evidence": "Round 125: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.857|reorder_target_total:77.803|staff_forecast:51.308|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0119,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 71.34,
        "role": "checkout",
        "round": 125,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.308,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs125:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs125:Supervisor:signal",
          "evidence": "Round 125: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs125:Supervisor:state",
          "evidence": "Round 125: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:56.206|served:56.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs125:Supervisor:act",
          "evidence": "Round 125: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs125:Supervisor:clear",
          "evidence": "Round 125: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs125:Supervisor:inventory_guard",
          "evidence": "Round 125: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs125:Supervisor:staff_guard",
          "evidence": "Round 125: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs125:Supervisor:payoff",
          "evidence": "Round 125: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs125:Supervisor:learner",
          "evidence": "Round 125: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 56.21 customer-unit demand, served 56.21, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 71.34. The online learner now forecasts 50.86 customer-units, targets 77.80 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.857|reorder_target_total:77.803|staff_forecast:51.308|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0119,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 71.34,
        "role": "supervisor",
        "round": 125,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 51.308,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs126:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs126:Buyer:signal",
          "evidence": "Round 126: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs126:Buyer:state",
          "evidence": "Round 126: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:46.855|served:46.855|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs126:Buyer:act",
          "evidence": "Round 126: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs126:Buyer:clear",
          "evidence": "Round 126: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs126:Buyer:inventory_guard",
          "evidence": "Round 126: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs126:Buyer:staff_guard",
          "evidence": "Round 126: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs126:Buyer:payoff",
          "evidence": "Round 126: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs126:Buyer:learner",
          "evidence": "Round 126: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.896|reorder_target_total:77.818|staff_forecast:50.061|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0122,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.332,
        "role": "inventory",
        "round": 126,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.061,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs126:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs126:Scheduler:signal",
          "evidence": "Round 126: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs126:Scheduler:state",
          "evidence": "Round 126: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:46.855|served:46.855|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs126:Scheduler:act",
          "evidence": "Round 126: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs126:Scheduler:clear",
          "evidence": "Round 126: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs126:Scheduler:inventory_guard",
          "evidence": "Round 126: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs126:Scheduler:staff_guard",
          "evidence": "Round 126: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs126:Scheduler:payoff",
          "evidence": "Round 126: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs126:Scheduler:learner",
          "evidence": "Round 126: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.896|reorder_target_total:77.818|staff_forecast:50.061|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0122,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.332,
        "role": "staffing",
        "round": 126,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.061,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs126:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs126:Clerk:signal",
          "evidence": "Round 126: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs126:Clerk:state",
          "evidence": "Round 126: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:46.855|served:46.855|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs126:Clerk:act",
          "evidence": "Round 126: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs126:Clerk:clear",
          "evidence": "Round 126: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs126:Clerk:inventory_guard",
          "evidence": "Round 126: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs126:Clerk:staff_guard",
          "evidence": "Round 126: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs126:Clerk:payoff",
          "evidence": "Round 126: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs126:Clerk:learner",
          "evidence": "Round 126: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.896|reorder_target_total:77.818|staff_forecast:50.061|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0122,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.332,
        "role": "checkout",
        "round": 126,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.061,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs126:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs126:Supervisor:signal",
          "evidence": "Round 126: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs126:Supervisor:state",
          "evidence": "Round 126: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:46.855|served:46.855|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs126:Supervisor:act",
          "evidence": "Round 126: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs126:Supervisor:clear",
          "evidence": "Round 126: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs126:Supervisor:inventory_guard",
          "evidence": "Round 126: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs126:Supervisor:staff_guard",
          "evidence": "Round 126: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs126:Supervisor:payoff",
          "evidence": "Round 126: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs126:Supervisor:learner",
          "evidence": "Round 126: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.85 customer-unit demand, served 46.85, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 37.33. The online learner now forecasts 49.90 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.896|reorder_target_total:77.818|staff_forecast:50.061|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0122,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 37.332,
        "role": "supervisor",
        "round": 126,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.061,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs127:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs127:Buyer:signal",
          "evidence": "Round 127: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs127:Buyer:state",
          "evidence": "Round 127: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:46.581|served:46.581|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs127:Buyer:act",
          "evidence": "Round 127: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs127:Buyer:clear",
          "evidence": "Round 127: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs127:Buyer:inventory_guard",
          "evidence": "Round 127: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs127:Buyer:staff_guard",
          "evidence": "Round 127: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs127:Buyer:payoff",
          "evidence": "Round 127: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs127:Buyer:learner",
          "evidence": "Round 127: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.100|reorder_target_total:77.823|staff_forecast:49.087|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0119,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.389,
        "role": "inventory",
        "round": 127,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.087,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs127:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs127:Scheduler:signal",
          "evidence": "Round 127: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs127:Scheduler:state",
          "evidence": "Round 127: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:46.581|served:46.581|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs127:Scheduler:act",
          "evidence": "Round 127: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs127:Scheduler:clear",
          "evidence": "Round 127: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs127:Scheduler:inventory_guard",
          "evidence": "Round 127: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs127:Scheduler:staff_guard",
          "evidence": "Round 127: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs127:Scheduler:payoff",
          "evidence": "Round 127: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs127:Scheduler:learner",
          "evidence": "Round 127: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.100|reorder_target_total:77.823|staff_forecast:49.087|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0119,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.389,
        "role": "staffing",
        "round": 127,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.087,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs127:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs127:Clerk:signal",
          "evidence": "Round 127: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs127:Clerk:state",
          "evidence": "Round 127: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:46.581|served:46.581|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs127:Clerk:act",
          "evidence": "Round 127: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs127:Clerk:clear",
          "evidence": "Round 127: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs127:Clerk:inventory_guard",
          "evidence": "Round 127: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs127:Clerk:staff_guard",
          "evidence": "Round 127: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs127:Clerk:payoff",
          "evidence": "Round 127: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs127:Clerk:learner",
          "evidence": "Round 127: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.100|reorder_target_total:77.823|staff_forecast:49.087|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0119,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.389,
        "role": "checkout",
        "round": 127,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.087,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs127:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs127:Supervisor:signal",
          "evidence": "Round 127: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs127:Supervisor:state",
          "evidence": "Round 127: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:46.581|served:46.581|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs127:Supervisor:act",
          "evidence": "Round 127: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs127:Supervisor:clear",
          "evidence": "Round 127: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs127:Supervisor:inventory_guard",
          "evidence": "Round 127: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs127:Supervisor:staff_guard",
          "evidence": "Round 127: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs127:Supervisor:payoff",
          "evidence": "Round 127: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs127:Supervisor:learner",
          "evidence": "Round 127: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.58 customer-unit demand, served 46.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 38.39. The online learner now forecasts 49.10 customer-units, targets 77.82 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.100|reorder_target_total:77.823|staff_forecast:49.087|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0119,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.389,
        "role": "supervisor",
        "round": 127,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.087,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs128:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs128:Buyer:signal",
          "evidence": "Round 128: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs128:Buyer:state",
          "evidence": "Round 128: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:44.679|served:44.679|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs128:Buyer:act",
          "evidence": "Round 128: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs128:Buyer:clear",
          "evidence": "Round 128: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs128:Buyer:inventory_guard",
          "evidence": "Round 128: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs128:Buyer:staff_guard",
          "evidence": "Round 128: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs128:Buyer:payoff",
          "evidence": "Round 128: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs128:Buyer:learner",
          "evidence": "Round 128: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.038|reorder_target_total:77.806|staff_forecast:47.853|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0124,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.659,
        "role": "inventory",
        "round": 128,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.853,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs128:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs128:Scheduler:signal",
          "evidence": "Round 128: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs128:Scheduler:state",
          "evidence": "Round 128: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:44.679|served:44.679|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs128:Scheduler:act",
          "evidence": "Round 128: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs128:Scheduler:clear",
          "evidence": "Round 128: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs128:Scheduler:inventory_guard",
          "evidence": "Round 128: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs128:Scheduler:staff_guard",
          "evidence": "Round 128: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs128:Scheduler:payoff",
          "evidence": "Round 128: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs128:Scheduler:learner",
          "evidence": "Round 128: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.038|reorder_target_total:77.806|staff_forecast:47.853|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0124,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.659,
        "role": "staffing",
        "round": 128,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.853,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs128:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs128:Clerk:signal",
          "evidence": "Round 128: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs128:Clerk:state",
          "evidence": "Round 128: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:44.679|served:44.679|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs128:Clerk:act",
          "evidence": "Round 128: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs128:Clerk:clear",
          "evidence": "Round 128: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs128:Clerk:inventory_guard",
          "evidence": "Round 128: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs128:Clerk:staff_guard",
          "evidence": "Round 128: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs128:Clerk:payoff",
          "evidence": "Round 128: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs128:Clerk:learner",
          "evidence": "Round 128: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.038|reorder_target_total:77.806|staff_forecast:47.853|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0124,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.659,
        "role": "checkout",
        "round": 128,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.853,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs128:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs128:Supervisor:signal",
          "evidence": "Round 128: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs128:Supervisor:state",
          "evidence": "Round 128: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:44.679|served:44.679|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs128:Supervisor:act",
          "evidence": "Round 128: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs128:Supervisor:clear",
          "evidence": "Round 128: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs128:Supervisor:inventory_guard",
          "evidence": "Round 128: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs128:Supervisor:staff_guard",
          "evidence": "Round 128: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs128:Supervisor:payoff",
          "evidence": "Round 128: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs128:Supervisor:learner",
          "evidence": "Round 128: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.68 customer-unit demand, served 44.68, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 30.66. The online learner now forecasts 48.04 customer-units, targets 77.81 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.038|reorder_target_total:77.806|staff_forecast:47.853|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0124,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.659,
        "role": "supervisor",
        "round": 128,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.853,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs129:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs129:Buyer:signal",
          "evidence": "Round 129: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs129:Buyer:state",
          "evidence": "Round 129: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:42.757|served:42.757|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs129:Buyer:act",
          "evidence": "Round 129: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs129:Buyer:clear",
          "evidence": "Round 129: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs129:Buyer:inventory_guard",
          "evidence": "Round 129: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs129:Buyer:staff_guard",
          "evidence": "Round 129: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs129:Buyer:payoff",
          "evidence": "Round 129: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs129:Buyer:learner",
          "evidence": "Round 129: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.769|reorder_target_total:77.774|staff_forecast:46.426|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0164,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.312,
        "role": "inventory",
        "round": 129,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.426,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs129:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs129:Scheduler:signal",
          "evidence": "Round 129: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs129:Scheduler:state",
          "evidence": "Round 129: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:42.757|served:42.757|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs129:Scheduler:act",
          "evidence": "Round 129: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs129:Scheduler:clear",
          "evidence": "Round 129: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs129:Scheduler:inventory_guard",
          "evidence": "Round 129: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs129:Scheduler:staff_guard",
          "evidence": "Round 129: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs129:Scheduler:payoff",
          "evidence": "Round 129: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs129:Scheduler:learner",
          "evidence": "Round 129: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.769|reorder_target_total:77.774|staff_forecast:46.426|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0164,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.312,
        "role": "staffing",
        "round": 129,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.426,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs129:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs129:Clerk:signal",
          "evidence": "Round 129: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs129:Clerk:state",
          "evidence": "Round 129: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:42.757|served:42.757|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs129:Clerk:act",
          "evidence": "Round 129: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs129:Clerk:clear",
          "evidence": "Round 129: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs129:Clerk:inventory_guard",
          "evidence": "Round 129: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs129:Clerk:staff_guard",
          "evidence": "Round 129: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs129:Clerk:payoff",
          "evidence": "Round 129: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs129:Clerk:learner",
          "evidence": "Round 129: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.769|reorder_target_total:77.774|staff_forecast:46.426|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0164,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.312,
        "role": "checkout",
        "round": 129,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.426,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs129:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs129:Supervisor:signal",
          "evidence": "Round 129: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs129:Supervisor:state",
          "evidence": "Round 129: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:42.757|served:42.757|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs129:Supervisor:act",
          "evidence": "Round 129: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs129:Supervisor:clear",
          "evidence": "Round 129: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs129:Supervisor:inventory_guard",
          "evidence": "Round 129: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs129:Supervisor:staff_guard",
          "evidence": "Round 129: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs129:Supervisor:payoff",
          "evidence": "Round 129: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs129:Supervisor:learner",
          "evidence": "Round 129: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.76 customer-unit demand, served 42.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 24.31. The online learner now forecasts 46.77 customer-units, targets 77.77 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.769|reorder_target_total:77.774|staff_forecast:46.426|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0164,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.312,
        "role": "supervisor",
        "round": 129,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.426,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs130:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs130:Buyer:signal",
          "evidence": "Round 130: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs130:Buyer:state",
          "evidence": "Round 130: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:44.01|served:44.01|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs130:Buyer:act",
          "evidence": "Round 130: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs130:Buyer:clear",
          "evidence": "Round 130: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs130:Buyer:inventory_guard",
          "evidence": "Round 130: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs130:Buyer:staff_guard",
          "evidence": "Round 130: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs130:Buyer:payoff",
          "evidence": "Round 130: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs130:Buyer:learner",
          "evidence": "Round 130: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.107|reorder_target_total:77.746|staff_forecast:45.750|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0188,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.266,
        "role": "inventory",
        "round": 130,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.75,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs130:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs130:Scheduler:signal",
          "evidence": "Round 130: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs130:Scheduler:state",
          "evidence": "Round 130: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:44.01|served:44.01|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs130:Scheduler:act",
          "evidence": "Round 130: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs130:Scheduler:clear",
          "evidence": "Round 130: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs130:Scheduler:inventory_guard",
          "evidence": "Round 130: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs130:Scheduler:staff_guard",
          "evidence": "Round 130: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs130:Scheduler:payoff",
          "evidence": "Round 130: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs130:Scheduler:learner",
          "evidence": "Round 130: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.107|reorder_target_total:77.746|staff_forecast:45.750|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0188,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.266,
        "role": "staffing",
        "round": 130,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.75,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs130:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs130:Clerk:signal",
          "evidence": "Round 130: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs130:Clerk:state",
          "evidence": "Round 130: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:44.01|served:44.01|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs130:Clerk:act",
          "evidence": "Round 130: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs130:Clerk:clear",
          "evidence": "Round 130: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs130:Clerk:inventory_guard",
          "evidence": "Round 130: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs130:Clerk:staff_guard",
          "evidence": "Round 130: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs130:Clerk:payoff",
          "evidence": "Round 130: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs130:Clerk:learner",
          "evidence": "Round 130: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.107|reorder_target_total:77.746|staff_forecast:45.750|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0188,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.266,
        "role": "checkout",
        "round": 130,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.75,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs130:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs130:Supervisor:signal",
          "evidence": "Round 130: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs130:Supervisor:state",
          "evidence": "Round 130: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:44.01|served:44.01|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs130:Supervisor:act",
          "evidence": "Round 130: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs130:Supervisor:clear",
          "evidence": "Round 130: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs130:Supervisor:inventory_guard",
          "evidence": "Round 130: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs130:Supervisor:staff_guard",
          "evidence": "Round 130: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs130:Supervisor:payoff",
          "evidence": "Round 130: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs130:Supervisor:learner",
          "evidence": "Round 130: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.01 customer-unit demand, served 44.01, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 30.27. The online learner now forecasts 46.11 customer-units, targets 77.75 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.107|reorder_target_total:77.746|staff_forecast:45.750|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0188,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.266,
        "role": "supervisor",
        "round": 130,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.75,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs131:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs131:Buyer:signal",
          "evidence": "Round 131: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs131:Buyer:state",
          "evidence": "Round 131: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:50.83|served:50.83|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs131:Buyer:act",
          "evidence": "Round 131: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs131:Buyer:clear",
          "evidence": "Round 131: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs131:Buyer:inventory_guard",
          "evidence": "Round 131: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs131:Buyer:staff_guard",
          "evidence": "Round 131: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs131:Buyer:payoff",
          "evidence": "Round 131: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs131:Buyer:learner",
          "evidence": "Round 131: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.240|reorder_target_total:77.728|staff_forecast:47.172|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0176,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.854,
        "role": "inventory",
        "round": 131,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.172,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs131:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs131:Scheduler:signal",
          "evidence": "Round 131: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs131:Scheduler:state",
          "evidence": "Round 131: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:50.83|served:50.83|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs131:Scheduler:act",
          "evidence": "Round 131: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs131:Scheduler:clear",
          "evidence": "Round 131: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs131:Scheduler:inventory_guard",
          "evidence": "Round 131: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs131:Scheduler:staff_guard",
          "evidence": "Round 131: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs131:Scheduler:payoff",
          "evidence": "Round 131: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs131:Scheduler:learner",
          "evidence": "Round 131: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.240|reorder_target_total:77.728|staff_forecast:47.172|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0176,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.854,
        "role": "staffing",
        "round": 131,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.172,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs131:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs131:Clerk:signal",
          "evidence": "Round 131: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs131:Clerk:state",
          "evidence": "Round 131: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:50.83|served:50.83|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs131:Clerk:act",
          "evidence": "Round 131: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs131:Clerk:clear",
          "evidence": "Round 131: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs131:Clerk:inventory_guard",
          "evidence": "Round 131: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs131:Clerk:staff_guard",
          "evidence": "Round 131: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs131:Clerk:payoff",
          "evidence": "Round 131: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs131:Clerk:learner",
          "evidence": "Round 131: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.240|reorder_target_total:77.728|staff_forecast:47.172|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0176,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.854,
        "role": "checkout",
        "round": 131,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.172,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs131:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs131:Supervisor:signal",
          "evidence": "Round 131: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs131:Supervisor:state",
          "evidence": "Round 131: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:50.83|served:50.83|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs131:Supervisor:act",
          "evidence": "Round 131: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs131:Supervisor:clear",
          "evidence": "Round 131: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs131:Supervisor:inventory_guard",
          "evidence": "Round 131: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs131:Supervisor:staff_guard",
          "evidence": "Round 131: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs131:Supervisor:payoff",
          "evidence": "Round 131: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs131:Supervisor:learner",
          "evidence": "Round 131: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.83 customer-unit demand, served 50.83, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 52.85. The online learner now forecasts 47.24 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.240|reorder_target_total:77.728|staff_forecast:47.172|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0176,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.854,
        "role": "supervisor",
        "round": 131,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.172,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs132:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs132:Buyer:signal",
          "evidence": "Round 132: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs132:Buyer:state",
          "evidence": "Round 132: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:53.51|served:53.51|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs132:Buyer:act",
          "evidence": "Round 132: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs132:Buyer:clear",
          "evidence": "Round 132: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs132:Buyer:inventory_guard",
          "evidence": "Round 132: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs132:Buyer:staff_guard",
          "evidence": "Round 132: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs132:Buyer:payoff",
          "evidence": "Round 132: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs132:Buyer:learner",
          "evidence": "Round 132: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.744|reorder_target_total:77.726|staff_forecast:48.947|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0165,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.37,
        "role": "inventory",
        "round": 132,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.947,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs132:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs132:Scheduler:signal",
          "evidence": "Round 132: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs132:Scheduler:state",
          "evidence": "Round 132: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:53.51|served:53.51|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs132:Scheduler:act",
          "evidence": "Round 132: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs132:Scheduler:clear",
          "evidence": "Round 132: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs132:Scheduler:inventory_guard",
          "evidence": "Round 132: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs132:Scheduler:staff_guard",
          "evidence": "Round 132: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs132:Scheduler:payoff",
          "evidence": "Round 132: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs132:Scheduler:learner",
          "evidence": "Round 132: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.744|reorder_target_total:77.726|staff_forecast:48.947|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0165,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.37,
        "role": "staffing",
        "round": 132,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.947,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs132:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs132:Clerk:signal",
          "evidence": "Round 132: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs132:Clerk:state",
          "evidence": "Round 132: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:53.51|served:53.51|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs132:Clerk:act",
          "evidence": "Round 132: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs132:Clerk:clear",
          "evidence": "Round 132: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs132:Clerk:inventory_guard",
          "evidence": "Round 132: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs132:Clerk:staff_guard",
          "evidence": "Round 132: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs132:Clerk:payoff",
          "evidence": "Round 132: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs132:Clerk:learner",
          "evidence": "Round 132: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.744|reorder_target_total:77.726|staff_forecast:48.947|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0165,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.37,
        "role": "checkout",
        "round": 132,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.947,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs132:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs132:Supervisor:signal",
          "evidence": "Round 132: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs132:Supervisor:state",
          "evidence": "Round 132: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:53.51|served:53.51|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs132:Supervisor:act",
          "evidence": "Round 132: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs132:Supervisor:clear",
          "evidence": "Round 132: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs132:Supervisor:inventory_guard",
          "evidence": "Round 132: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs132:Supervisor:staff_guard",
          "evidence": "Round 132: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs132:Supervisor:payoff",
          "evidence": "Round 132: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs132:Supervisor:learner",
          "evidence": "Round 132: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.51 customer-unit demand, served 53.51, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 66.37. The online learner now forecasts 48.74 customer-units, targets 77.73 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.744|reorder_target_total:77.726|staff_forecast:48.947|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0165,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 66.37,
        "role": "supervisor",
        "round": 132,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.947,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs133:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs133:Buyer:signal",
          "evidence": "Round 133: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs133:Buyer:state",
          "evidence": "Round 133: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.589|served:47.589|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs133:Buyer:act",
          "evidence": "Round 133: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs133:Buyer:clear",
          "evidence": "Round 133: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs133:Buyer:inventory_guard",
          "evidence": "Round 133: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs133:Buyer:staff_guard",
          "evidence": "Round 133: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs133:Buyer:payoff",
          "evidence": "Round 133: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs133:Buyer:learner",
          "evidence": "Round 133: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.467|reorder_target_total:77.721|staff_forecast:48.567|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0173,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.233,
        "role": "inventory",
        "round": 133,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.567,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs133:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs133:Scheduler:signal",
          "evidence": "Round 133: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs133:Scheduler:state",
          "evidence": "Round 133: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.589|served:47.589|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs133:Scheduler:act",
          "evidence": "Round 133: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs133:Scheduler:clear",
          "evidence": "Round 133: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs133:Scheduler:inventory_guard",
          "evidence": "Round 133: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs133:Scheduler:staff_guard",
          "evidence": "Round 133: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs133:Scheduler:payoff",
          "evidence": "Round 133: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs133:Scheduler:learner",
          "evidence": "Round 133: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.467|reorder_target_total:77.721|staff_forecast:48.567|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0173,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.233,
        "role": "staffing",
        "round": 133,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.567,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs133:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs133:Clerk:signal",
          "evidence": "Round 133: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs133:Clerk:state",
          "evidence": "Round 133: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.589|served:47.589|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs133:Clerk:act",
          "evidence": "Round 133: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs133:Clerk:clear",
          "evidence": "Round 133: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs133:Clerk:inventory_guard",
          "evidence": "Round 133: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs133:Clerk:staff_guard",
          "evidence": "Round 133: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs133:Clerk:payoff",
          "evidence": "Round 133: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs133:Clerk:learner",
          "evidence": "Round 133: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.467|reorder_target_total:77.721|staff_forecast:48.567|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0173,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.233,
        "role": "checkout",
        "round": 133,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.567,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs133:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs133:Supervisor:signal",
          "evidence": "Round 133: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs133:Supervisor:state",
          "evidence": "Round 133: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:47.589|served:47.589|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs133:Supervisor:act",
          "evidence": "Round 133: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs133:Supervisor:clear",
          "evidence": "Round 133: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs133:Supervisor:inventory_guard",
          "evidence": "Round 133: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs133:Supervisor:staff_guard",
          "evidence": "Round 133: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs133:Supervisor:payoff",
          "evidence": "Round 133: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs133:Supervisor:learner",
          "evidence": "Round 133: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.59 customer-unit demand, served 47.59, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.23. The online learner now forecasts 48.47 customer-units, targets 77.72 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.467|reorder_target_total:77.721|staff_forecast:48.567|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0173,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.233,
        "role": "supervisor",
        "round": 133,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.567,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs134:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs134:Buyer:signal",
          "evidence": "Round 134: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs134:Buyer:state",
          "evidence": "Round 134: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:47.494|served:47.494|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs134:Buyer:act",
          "evidence": "Round 134: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs134:Buyer:clear",
          "evidence": "Round 134: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs134:Buyer:inventory_guard",
          "evidence": "Round 134: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs134:Buyer:staff_guard",
          "evidence": "Round 134: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs134:Buyer:payoff",
          "evidence": "Round 134: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs134:Buyer:learner",
          "evidence": "Round 134: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.233|reorder_target_total:77.710|staff_forecast:48.267|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0164,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 41.556,
        "role": "inventory",
        "round": 134,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.267,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs134:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs134:Scheduler:signal",
          "evidence": "Round 134: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs134:Scheduler:state",
          "evidence": "Round 134: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:47.494|served:47.494|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs134:Scheduler:act",
          "evidence": "Round 134: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs134:Scheduler:clear",
          "evidence": "Round 134: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs134:Scheduler:inventory_guard",
          "evidence": "Round 134: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs134:Scheduler:staff_guard",
          "evidence": "Round 134: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs134:Scheduler:payoff",
          "evidence": "Round 134: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs134:Scheduler:learner",
          "evidence": "Round 134: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.233|reorder_target_total:77.710|staff_forecast:48.267|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0164,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 41.556,
        "role": "staffing",
        "round": 134,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.267,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs134:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs134:Clerk:signal",
          "evidence": "Round 134: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs134:Clerk:state",
          "evidence": "Round 134: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:47.494|served:47.494|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs134:Clerk:act",
          "evidence": "Round 134: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs134:Clerk:clear",
          "evidence": "Round 134: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs134:Clerk:inventory_guard",
          "evidence": "Round 134: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs134:Clerk:staff_guard",
          "evidence": "Round 134: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs134:Clerk:payoff",
          "evidence": "Round 134: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs134:Clerk:learner",
          "evidence": "Round 134: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.233|reorder_target_total:77.710|staff_forecast:48.267|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0164,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 41.556,
        "role": "checkout",
        "round": 134,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.267,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs134:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs134:Supervisor:signal",
          "evidence": "Round 134: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs134:Supervisor:state",
          "evidence": "Round 134: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:47.494|served:47.494|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs134:Supervisor:act",
          "evidence": "Round 134: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs134:Supervisor:clear",
          "evidence": "Round 134: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs134:Supervisor:inventory_guard",
          "evidence": "Round 134: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs134:Supervisor:staff_guard",
          "evidence": "Round 134: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs134:Supervisor:payoff",
          "evidence": "Round 134: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs134:Supervisor:learner",
          "evidence": "Round 134: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 41.56. The online learner now forecasts 48.23 customer-units, targets 77.71 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.233|reorder_target_total:77.710|staff_forecast:48.267|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0164,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 41.556,
        "role": "supervisor",
        "round": 134,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.267,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs135:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs135:Buyer:signal",
          "evidence": "Round 135: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs135:Buyer:state",
          "evidence": "Round 135: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.076|served:45.076|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs135:Buyer:act",
          "evidence": "Round 135: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs135:Buyer:clear",
          "evidence": "Round 135: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs135:Buyer:inventory_guard",
          "evidence": "Round 135: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs135:Buyer:staff_guard",
          "evidence": "Round 135: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs135:Buyer:payoff",
          "evidence": "Round 135: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs135:Buyer:learner",
          "evidence": "Round 135: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.475|reorder_target_total:77.675|staff_forecast:47.374|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0201,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.432,
        "role": "inventory",
        "round": 135,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.374,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs135:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs135:Scheduler:signal",
          "evidence": "Round 135: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs135:Scheduler:state",
          "evidence": "Round 135: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.076|served:45.076|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs135:Scheduler:act",
          "evidence": "Round 135: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs135:Scheduler:clear",
          "evidence": "Round 135: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs135:Scheduler:inventory_guard",
          "evidence": "Round 135: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs135:Scheduler:staff_guard",
          "evidence": "Round 135: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs135:Scheduler:payoff",
          "evidence": "Round 135: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs135:Scheduler:learner",
          "evidence": "Round 135: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.475|reorder_target_total:77.675|staff_forecast:47.374|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0201,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.432,
        "role": "staffing",
        "round": 135,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.374,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs135:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs135:Clerk:signal",
          "evidence": "Round 135: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs135:Clerk:state",
          "evidence": "Round 135: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.076|served:45.076|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs135:Clerk:act",
          "evidence": "Round 135: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs135:Clerk:clear",
          "evidence": "Round 135: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs135:Clerk:inventory_guard",
          "evidence": "Round 135: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs135:Clerk:staff_guard",
          "evidence": "Round 135: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs135:Clerk:payoff",
          "evidence": "Round 135: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs135:Clerk:learner",
          "evidence": "Round 135: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.475|reorder_target_total:77.675|staff_forecast:47.374|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0201,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.432,
        "role": "checkout",
        "round": 135,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.374,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs135:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs135:Supervisor:signal",
          "evidence": "Round 135: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs135:Supervisor:state",
          "evidence": "Round 135: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:45.076|served:45.076|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs135:Supervisor:act",
          "evidence": "Round 135: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs135:Supervisor:clear",
          "evidence": "Round 135: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs135:Supervisor:inventory_guard",
          "evidence": "Round 135: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs135:Supervisor:staff_guard",
          "evidence": "Round 135: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs135:Supervisor:payoff",
          "evidence": "Round 135: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs135:Supervisor:learner",
          "evidence": "Round 135: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.08 customer-unit demand, served 45.08, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 31.43. The online learner now forecasts 47.48 customer-units, targets 77.67 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.475|reorder_target_total:77.675|staff_forecast:47.374|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0201,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.432,
        "role": "supervisor",
        "round": 135,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.374,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs136:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs136:Buyer:signal",
          "evidence": "Round 136: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs136:Buyer:state",
          "evidence": "Round 136: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:47.49|served:47.49|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs136:Buyer:act",
          "evidence": "Round 136: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs136:Buyer:clear",
          "evidence": "Round 136: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs136:Buyer:inventory_guard",
          "evidence": "Round 136: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs136:Buyer:staff_guard",
          "evidence": "Round 136: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs136:Buyer:payoff",
          "evidence": "Round 136: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs136:Buyer:learner",
          "evidence": "Round 136: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.479|reorder_target_total:77.656|staff_forecast:47.406|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0221,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.181,
        "role": "inventory",
        "round": 136,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.406,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs136:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs136:Scheduler:signal",
          "evidence": "Round 136: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs136:Scheduler:state",
          "evidence": "Round 136: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:47.49|served:47.49|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs136:Scheduler:act",
          "evidence": "Round 136: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs136:Scheduler:clear",
          "evidence": "Round 136: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs136:Scheduler:inventory_guard",
          "evidence": "Round 136: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs136:Scheduler:staff_guard",
          "evidence": "Round 136: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs136:Scheduler:payoff",
          "evidence": "Round 136: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs136:Scheduler:learner",
          "evidence": "Round 136: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.479|reorder_target_total:77.656|staff_forecast:47.406|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0221,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.181,
        "role": "staffing",
        "round": 136,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.406,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs136:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs136:Clerk:signal",
          "evidence": "Round 136: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs136:Clerk:state",
          "evidence": "Round 136: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:47.49|served:47.49|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs136:Clerk:act",
          "evidence": "Round 136: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs136:Clerk:clear",
          "evidence": "Round 136: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs136:Clerk:inventory_guard",
          "evidence": "Round 136: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs136:Clerk:staff_guard",
          "evidence": "Round 136: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs136:Clerk:payoff",
          "evidence": "Round 136: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs136:Clerk:learner",
          "evidence": "Round 136: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.479|reorder_target_total:77.656|staff_forecast:47.406|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0221,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.181,
        "role": "checkout",
        "round": 136,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.406,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs136:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs136:Supervisor:signal",
          "evidence": "Round 136: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs136:Supervisor:state",
          "evidence": "Round 136: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:47.49|served:47.49|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs136:Supervisor:act",
          "evidence": "Round 136: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs136:Supervisor:clear",
          "evidence": "Round 136: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs136:Supervisor:inventory_guard",
          "evidence": "Round 136: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs136:Supervisor:staff_guard",
          "evidence": "Round 136: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs136:Supervisor:payoff",
          "evidence": "Round 136: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs136:Supervisor:learner",
          "evidence": "Round 136: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.49 customer-unit demand, served 47.49, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 39.18. The online learner now forecasts 47.48 customer-units, targets 77.66 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.479|reorder_target_total:77.656|staff_forecast:47.406|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0221,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.181,
        "role": "supervisor",
        "round": 136,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.406,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs137:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs137:Buyer:signal",
          "evidence": "Round 137: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs137:Buyer:state",
          "evidence": "Round 137: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:44.445|served:44.445|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs137:Buyer:act",
          "evidence": "Round 137: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs137:Buyer:clear",
          "evidence": "Round 137: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs137:Buyer:inventory_guard",
          "evidence": "Round 137: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs137:Buyer:staff_guard",
          "evidence": "Round 137: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs137:Buyer:payoff",
          "evidence": "Round 137: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs137:Buyer:learner",
          "evidence": "Round 137: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.751|reorder_target_total:77.633|staff_forecast:46.577|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0224,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.811,
        "role": "inventory",
        "round": 137,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.577,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs137:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs137:Scheduler:signal",
          "evidence": "Round 137: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs137:Scheduler:state",
          "evidence": "Round 137: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:44.445|served:44.445|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs137:Scheduler:act",
          "evidence": "Round 137: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs137:Scheduler:clear",
          "evidence": "Round 137: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs137:Scheduler:inventory_guard",
          "evidence": "Round 137: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs137:Scheduler:staff_guard",
          "evidence": "Round 137: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs137:Scheduler:payoff",
          "evidence": "Round 137: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs137:Scheduler:learner",
          "evidence": "Round 137: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.751|reorder_target_total:77.633|staff_forecast:46.577|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0224,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.811,
        "role": "staffing",
        "round": 137,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.577,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs137:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs137:Clerk:signal",
          "evidence": "Round 137: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs137:Clerk:state",
          "evidence": "Round 137: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:44.445|served:44.445|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs137:Clerk:act",
          "evidence": "Round 137: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs137:Clerk:clear",
          "evidence": "Round 137: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs137:Clerk:inventory_guard",
          "evidence": "Round 137: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs137:Clerk:staff_guard",
          "evidence": "Round 137: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs137:Clerk:payoff",
          "evidence": "Round 137: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs137:Clerk:learner",
          "evidence": "Round 137: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.751|reorder_target_total:77.633|staff_forecast:46.577|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0224,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.811,
        "role": "checkout",
        "round": 137,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.577,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs137:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs137:Supervisor:signal",
          "evidence": "Round 137: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs137:Supervisor:state",
          "evidence": "Round 137: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:44.445|served:44.445|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs137:Supervisor:act",
          "evidence": "Round 137: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs137:Supervisor:clear",
          "evidence": "Round 137: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs137:Supervisor:inventory_guard",
          "evidence": "Round 137: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs137:Supervisor:staff_guard",
          "evidence": "Round 137: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs137:Supervisor:payoff",
          "evidence": "Round 137: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs137:Supervisor:learner",
          "evidence": "Round 137: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 29.81. The online learner now forecasts 46.75 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.751|reorder_target_total:77.633|staff_forecast:46.577|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0224,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 29.811,
        "role": "supervisor",
        "round": 137,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.577,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs138:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs138:Buyer:signal",
          "evidence": "Round 138: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs138:Buyer:state",
          "evidence": "Round 138: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:47.967|served:47.967|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs138:Buyer:act",
          "evidence": "Round 138: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs138:Buyer:clear",
          "evidence": "Round 138: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs138:Buyer:inventory_guard",
          "evidence": "Round 138: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs138:Buyer:staff_guard",
          "evidence": "Round 138: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs138:Buyer:payoff",
          "evidence": "Round 138: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs138:Buyer:learner",
          "evidence": "Round 138: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.043|reorder_target_total:77.617|staff_forecast:46.966|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.683,
        "role": "inventory",
        "round": 138,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.966,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs138:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs138:Scheduler:signal",
          "evidence": "Round 138: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs138:Scheduler:state",
          "evidence": "Round 138: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:47.967|served:47.967|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs138:Scheduler:act",
          "evidence": "Round 138: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs138:Scheduler:clear",
          "evidence": "Round 138: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs138:Scheduler:inventory_guard",
          "evidence": "Round 138: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs138:Scheduler:staff_guard",
          "evidence": "Round 138: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs138:Scheduler:payoff",
          "evidence": "Round 138: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs138:Scheduler:learner",
          "evidence": "Round 138: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.043|reorder_target_total:77.617|staff_forecast:46.966|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.683,
        "role": "staffing",
        "round": 138,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.966,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs138:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs138:Clerk:signal",
          "evidence": "Round 138: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs138:Clerk:state",
          "evidence": "Round 138: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:47.967|served:47.967|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs138:Clerk:act",
          "evidence": "Round 138: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs138:Clerk:clear",
          "evidence": "Round 138: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs138:Clerk:inventory_guard",
          "evidence": "Round 138: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs138:Clerk:staff_guard",
          "evidence": "Round 138: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs138:Clerk:payoff",
          "evidence": "Round 138: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs138:Clerk:learner",
          "evidence": "Round 138: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.043|reorder_target_total:77.617|staff_forecast:46.966|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.683,
        "role": "checkout",
        "round": 138,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.966,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs138:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs138:Supervisor:signal",
          "evidence": "Round 138: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs138:Supervisor:state",
          "evidence": "Round 138: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:47.967|served:47.967|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs138:Supervisor:act",
          "evidence": "Round 138: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs138:Supervisor:clear",
          "evidence": "Round 138: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs138:Supervisor:inventory_guard",
          "evidence": "Round 138: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs138:Supervisor:staff_guard",
          "evidence": "Round 138: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs138:Supervisor:payoff",
          "evidence": "Round 138: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs138:Supervisor:learner",
          "evidence": "Round 138: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.97 customer-unit demand, served 47.97, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 43.68. The online learner now forecasts 47.04 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.043|reorder_target_total:77.617|staff_forecast:46.966|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0206,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.683,
        "role": "supervisor",
        "round": 138,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.966,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs139:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs139:Buyer:signal",
          "evidence": "Round 139: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs139:Buyer:state",
          "evidence": "Round 139: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:55.173|served:55.173|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs139:Buyer:act",
          "evidence": "Round 139: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs139:Buyer:clear",
          "evidence": "Round 139: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs139:Buyer:inventory_guard",
          "evidence": "Round 139: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs139:Buyer:staff_guard",
          "evidence": "Round 139: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs139:Buyer:payoff",
          "evidence": "Round 139: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs139:Buyer:learner",
          "evidence": "Round 139: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.994|reorder_target_total:77.621|staff_forecast:49.264|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0182,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 69.026,
        "role": "inventory",
        "round": 139,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.264,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs139:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs139:Scheduler:signal",
          "evidence": "Round 139: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs139:Scheduler:state",
          "evidence": "Round 139: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:55.173|served:55.173|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs139:Scheduler:act",
          "evidence": "Round 139: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs139:Scheduler:clear",
          "evidence": "Round 139: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs139:Scheduler:inventory_guard",
          "evidence": "Round 139: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs139:Scheduler:staff_guard",
          "evidence": "Round 139: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs139:Scheduler:payoff",
          "evidence": "Round 139: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs139:Scheduler:learner",
          "evidence": "Round 139: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.994|reorder_target_total:77.621|staff_forecast:49.264|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0182,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 69.026,
        "role": "staffing",
        "round": 139,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.264,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs139:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs139:Clerk:signal",
          "evidence": "Round 139: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs139:Clerk:state",
          "evidence": "Round 139: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:55.173|served:55.173|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs139:Clerk:act",
          "evidence": "Round 139: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs139:Clerk:clear",
          "evidence": "Round 139: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs139:Clerk:inventory_guard",
          "evidence": "Round 139: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs139:Clerk:staff_guard",
          "evidence": "Round 139: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs139:Clerk:payoff",
          "evidence": "Round 139: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs139:Clerk:learner",
          "evidence": "Round 139: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.994|reorder_target_total:77.621|staff_forecast:49.264|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0182,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 69.026,
        "role": "checkout",
        "round": 139,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.264,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs139:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs139:Supervisor:signal",
          "evidence": "Round 139: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs139:Supervisor:state",
          "evidence": "Round 139: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:55.173|served:55.173|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs139:Supervisor:act",
          "evidence": "Round 139: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs139:Supervisor:clear",
          "evidence": "Round 139: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs139:Supervisor:inventory_guard",
          "evidence": "Round 139: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs139:Supervisor:staff_guard",
          "evidence": "Round 139: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs139:Supervisor:payoff",
          "evidence": "Round 139: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs139:Supervisor:learner",
          "evidence": "Round 139: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.17 customer-unit demand, served 55.17, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 69.03. The online learner now forecasts 48.99 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.994|reorder_target_total:77.621|staff_forecast:49.264|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0182,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 69.026,
        "role": "supervisor",
        "round": 139,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.264,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs140:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs140:Buyer:signal",
          "evidence": "Round 140: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs140:Buyer:state",
          "evidence": "Round 140: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:48.618|served:48.618|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs140:Buyer:act",
          "evidence": "Round 140: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs140:Buyer:clear",
          "evidence": "Round 140: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs140:Buyer:inventory_guard",
          "evidence": "Round 140: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs140:Buyer:staff_guard",
          "evidence": "Round 140: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs140:Buyer:payoff",
          "evidence": "Round 140: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs140:Buyer:learner",
          "evidence": "Round 140: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.904|reorder_target_total:77.622|staff_forecast:49.083|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0171,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 47.776,
        "role": "inventory",
        "round": 140,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.083,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs140:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs140:Scheduler:signal",
          "evidence": "Round 140: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs140:Scheduler:state",
          "evidence": "Round 140: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:48.618|served:48.618|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs140:Scheduler:act",
          "evidence": "Round 140: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs140:Scheduler:clear",
          "evidence": "Round 140: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs140:Scheduler:inventory_guard",
          "evidence": "Round 140: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs140:Scheduler:staff_guard",
          "evidence": "Round 140: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs140:Scheduler:payoff",
          "evidence": "Round 140: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs140:Scheduler:learner",
          "evidence": "Round 140: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.904|reorder_target_total:77.622|staff_forecast:49.083|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0171,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 47.776,
        "role": "staffing",
        "round": 140,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.083,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs140:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs140:Clerk:signal",
          "evidence": "Round 140: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs140:Clerk:state",
          "evidence": "Round 140: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:48.618|served:48.618|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs140:Clerk:act",
          "evidence": "Round 140: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs140:Clerk:clear",
          "evidence": "Round 140: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs140:Clerk:inventory_guard",
          "evidence": "Round 140: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs140:Clerk:staff_guard",
          "evidence": "Round 140: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs140:Clerk:payoff",
          "evidence": "Round 140: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs140:Clerk:learner",
          "evidence": "Round 140: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.904|reorder_target_total:77.622|staff_forecast:49.083|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0171,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 47.776,
        "role": "checkout",
        "round": 140,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.083,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs140:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs140:Supervisor:signal",
          "evidence": "Round 140: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs140:Supervisor:state",
          "evidence": "Round 140: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:48.618|served:48.618|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs140:Supervisor:act",
          "evidence": "Round 140: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs140:Supervisor:clear",
          "evidence": "Round 140: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs140:Supervisor:inventory_guard",
          "evidence": "Round 140: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs140:Supervisor:staff_guard",
          "evidence": "Round 140: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs140:Supervisor:payoff",
          "evidence": "Round 140: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs140:Supervisor:learner",
          "evidence": "Round 140: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.62 customer-unit demand, served 48.62, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.78. The online learner now forecasts 48.90 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.904|reorder_target_total:77.622|staff_forecast:49.083|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0171,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 47.776,
        "role": "supervisor",
        "round": 140,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.083,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs141:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs141:Buyer:signal",
          "evidence": "Round 141: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs141:Buyer:state",
          "evidence": "Round 141: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:50.422|served:50.422|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs141:Buyer:act",
          "evidence": "Round 141: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs141:Buyer:clear",
          "evidence": "Round 141: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs141:Buyer:inventory_guard",
          "evidence": "Round 141: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs141:Buyer:staff_guard",
          "evidence": "Round 141: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs141:Buyer:payoff",
          "evidence": "Round 141: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs141:Buyer:learner",
          "evidence": "Round 141: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.269|reorder_target_total:77.630|staff_forecast:49.458|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0209,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 49.323,
        "role": "inventory",
        "round": 141,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.458,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs141:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs141:Scheduler:signal",
          "evidence": "Round 141: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs141:Scheduler:state",
          "evidence": "Round 141: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:50.422|served:50.422|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs141:Scheduler:act",
          "evidence": "Round 141: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs141:Scheduler:clear",
          "evidence": "Round 141: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs141:Scheduler:inventory_guard",
          "evidence": "Round 141: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs141:Scheduler:staff_guard",
          "evidence": "Round 141: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs141:Scheduler:payoff",
          "evidence": "Round 141: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs141:Scheduler:learner",
          "evidence": "Round 141: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.269|reorder_target_total:77.630|staff_forecast:49.458|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0209,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 49.323,
        "role": "staffing",
        "round": 141,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.458,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs141:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs141:Clerk:signal",
          "evidence": "Round 141: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs141:Clerk:state",
          "evidence": "Round 141: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:50.422|served:50.422|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs141:Clerk:act",
          "evidence": "Round 141: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs141:Clerk:clear",
          "evidence": "Round 141: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs141:Clerk:inventory_guard",
          "evidence": "Round 141: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs141:Clerk:staff_guard",
          "evidence": "Round 141: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs141:Clerk:payoff",
          "evidence": "Round 141: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs141:Clerk:learner",
          "evidence": "Round 141: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.269|reorder_target_total:77.630|staff_forecast:49.458|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0209,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 49.323,
        "role": "checkout",
        "round": 141,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.458,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs141:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs141:Supervisor:signal",
          "evidence": "Round 141: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs141:Supervisor:state",
          "evidence": "Round 141: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:50.422|served:50.422|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs141:Supervisor:act",
          "evidence": "Round 141: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs141:Supervisor:clear",
          "evidence": "Round 141: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs141:Supervisor:inventory_guard",
          "evidence": "Round 141: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs141:Supervisor:staff_guard",
          "evidence": "Round 141: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs141:Supervisor:payoff",
          "evidence": "Round 141: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs141:Supervisor:learner",
          "evidence": "Round 141: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.42 customer-unit demand, served 50.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 49.32. The online learner now forecasts 49.27 customer-units, targets 77.63 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.269|reorder_target_total:77.630|staff_forecast:49.458|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0209,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 49.323,
        "role": "supervisor",
        "round": 141,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.458,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs142:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs142:Buyer:signal",
          "evidence": "Round 142: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs142:Buyer:state",
          "evidence": "Round 142: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:44.108|served:44.108|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs142:Buyer:act",
          "evidence": "Round 142: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs142:Buyer:clear",
          "evidence": "Round 142: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs142:Buyer:inventory_guard",
          "evidence": "Round 142: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs142:Buyer:staff_guard",
          "evidence": "Round 142: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs142:Buyer:payoff",
          "evidence": "Round 142: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs142:Buyer:learner",
          "evidence": "Round 142: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.030|reorder_target_total:77.623|staff_forecast:47.960|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0201,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.984,
        "role": "inventory",
        "round": 142,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.96,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs142:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs142:Scheduler:signal",
          "evidence": "Round 142: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs142:Scheduler:state",
          "evidence": "Round 142: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:44.108|served:44.108|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs142:Scheduler:act",
          "evidence": "Round 142: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs142:Scheduler:clear",
          "evidence": "Round 142: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs142:Scheduler:inventory_guard",
          "evidence": "Round 142: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs142:Scheduler:staff_guard",
          "evidence": "Round 142: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs142:Scheduler:payoff",
          "evidence": "Round 142: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs142:Scheduler:learner",
          "evidence": "Round 142: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.030|reorder_target_total:77.623|staff_forecast:47.960|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0201,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.984,
        "role": "staffing",
        "round": 142,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.96,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs142:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs142:Clerk:signal",
          "evidence": "Round 142: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs142:Clerk:state",
          "evidence": "Round 142: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:44.108|served:44.108|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs142:Clerk:act",
          "evidence": "Round 142: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs142:Clerk:clear",
          "evidence": "Round 142: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs142:Clerk:inventory_guard",
          "evidence": "Round 142: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs142:Clerk:staff_guard",
          "evidence": "Round 142: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs142:Clerk:payoff",
          "evidence": "Round 142: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs142:Clerk:learner",
          "evidence": "Round 142: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.030|reorder_target_total:77.623|staff_forecast:47.960|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0201,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.984,
        "role": "checkout",
        "round": 142,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.96,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs142:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs142:Supervisor:signal",
          "evidence": "Round 142: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs142:Supervisor:state",
          "evidence": "Round 142: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:44.108|served:44.108|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs142:Supervisor:act",
          "evidence": "Round 142: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs142:Supervisor:clear",
          "evidence": "Round 142: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs142:Supervisor:inventory_guard",
          "evidence": "Round 142: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs142:Supervisor:staff_guard",
          "evidence": "Round 142: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs142:Supervisor:payoff",
          "evidence": "Round 142: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs142:Supervisor:learner",
          "evidence": "Round 142: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.11 customer-unit demand, served 44.11, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 26.98. The online learner now forecasts 48.03 customer-units, targets 77.62 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.030|reorder_target_total:77.623|staff_forecast:47.960|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0201,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.984,
        "role": "supervisor",
        "round": 142,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.96,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs143:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs143:Buyer:signal",
          "evidence": "Round 143: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs143:Buyer:state",
          "evidence": "Round 143: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:47.694|served:47.694|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs143:Buyer:act",
          "evidence": "Round 143: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs143:Buyer:clear",
          "evidence": "Round 143: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs143:Buyer:inventory_guard",
          "evidence": "Round 143: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs143:Buyer:staff_guard",
          "evidence": "Round 143: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs143:Buyer:payoff",
          "evidence": "Round 143: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs143:Buyer:learner",
          "evidence": "Round 143: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.950|reorder_target_total:77.611|staff_forecast:47.886|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0226,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.839,
        "role": "inventory",
        "round": 143,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.886,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs143:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs143:Scheduler:signal",
          "evidence": "Round 143: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs143:Scheduler:state",
          "evidence": "Round 143: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:47.694|served:47.694|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs143:Scheduler:act",
          "evidence": "Round 143: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs143:Scheduler:clear",
          "evidence": "Round 143: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs143:Scheduler:inventory_guard",
          "evidence": "Round 143: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs143:Scheduler:staff_guard",
          "evidence": "Round 143: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs143:Scheduler:payoff",
          "evidence": "Round 143: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs143:Scheduler:learner",
          "evidence": "Round 143: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.950|reorder_target_total:77.611|staff_forecast:47.886|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0226,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.839,
        "role": "staffing",
        "round": 143,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.886,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs143:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs143:Clerk:signal",
          "evidence": "Round 143: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs143:Clerk:state",
          "evidence": "Round 143: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:47.694|served:47.694|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs143:Clerk:act",
          "evidence": "Round 143: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs143:Clerk:clear",
          "evidence": "Round 143: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs143:Clerk:inventory_guard",
          "evidence": "Round 143: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs143:Clerk:staff_guard",
          "evidence": "Round 143: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs143:Clerk:payoff",
          "evidence": "Round 143: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs143:Clerk:learner",
          "evidence": "Round 143: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.950|reorder_target_total:77.611|staff_forecast:47.886|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0226,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.839,
        "role": "checkout",
        "round": 143,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.886,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs143:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs143:Supervisor:signal",
          "evidence": "Round 143: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs143:Supervisor:state",
          "evidence": "Round 143: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:47.694|served:47.694|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs143:Supervisor:act",
          "evidence": "Round 143: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs143:Supervisor:clear",
          "evidence": "Round 143: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs143:Supervisor:inventory_guard",
          "evidence": "Round 143: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs143:Supervisor:staff_guard",
          "evidence": "Round 143: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs143:Supervisor:payoff",
          "evidence": "Round 143: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs143:Supervisor:learner",
          "evidence": "Round 143: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.69 customer-unit demand, served 47.69, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 38.84. The online learner now forecasts 47.95 customer-units, targets 77.61 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.950|reorder_target_total:77.611|staff_forecast:47.886|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0226,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.839,
        "role": "supervisor",
        "round": 143,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.886,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs144:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs144:Buyer:signal",
          "evidence": "Round 144: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs144:Buyer:state",
          "evidence": "Round 144: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.453|served:44.453|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs144:Buyer:act",
          "evidence": "Round 144: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs144:Buyer:clear",
          "evidence": "Round 144: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs144:Buyer:inventory_guard",
          "evidence": "Round 144: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs144:Buyer:staff_guard",
          "evidence": "Round 144: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs144:Buyer:payoff",
          "evidence": "Round 144: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs144:Buyer:learner",
          "evidence": "Round 144: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.110|reorder_target_total:77.593|staff_forecast:46.925|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0177,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.529,
        "role": "inventory",
        "round": 144,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.925,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs144:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs144:Scheduler:signal",
          "evidence": "Round 144: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs144:Scheduler:state",
          "evidence": "Round 144: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.453|served:44.453|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs144:Scheduler:act",
          "evidence": "Round 144: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs144:Scheduler:clear",
          "evidence": "Round 144: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs144:Scheduler:inventory_guard",
          "evidence": "Round 144: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs144:Scheduler:staff_guard",
          "evidence": "Round 144: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs144:Scheduler:payoff",
          "evidence": "Round 144: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs144:Scheduler:learner",
          "evidence": "Round 144: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.110|reorder_target_total:77.593|staff_forecast:46.925|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0177,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.529,
        "role": "staffing",
        "round": 144,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.925,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs144:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs144:Clerk:signal",
          "evidence": "Round 144: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs144:Clerk:state",
          "evidence": "Round 144: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.453|served:44.453|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs144:Clerk:act",
          "evidence": "Round 144: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs144:Clerk:clear",
          "evidence": "Round 144: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs144:Clerk:inventory_guard",
          "evidence": "Round 144: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs144:Clerk:staff_guard",
          "evidence": "Round 144: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs144:Clerk:payoff",
          "evidence": "Round 144: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs144:Clerk:learner",
          "evidence": "Round 144: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.110|reorder_target_total:77.593|staff_forecast:46.925|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0177,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.529,
        "role": "checkout",
        "round": 144,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.925,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs144:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs144:Supervisor:signal",
          "evidence": "Round 144: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs144:Supervisor:state",
          "evidence": "Round 144: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.453|served:44.453|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs144:Supervisor:act",
          "evidence": "Round 144: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs144:Supervisor:clear",
          "evidence": "Round 144: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs144:Supervisor:inventory_guard",
          "evidence": "Round 144: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs144:Supervisor:staff_guard",
          "evidence": "Round 144: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs144:Supervisor:payoff",
          "evidence": "Round 144: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs144:Supervisor:learner",
          "evidence": "Round 144: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.45 customer-unit demand, served 44.45, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.53. The online learner now forecasts 47.11 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.110|reorder_target_total:77.593|staff_forecast:46.925|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0177,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.529,
        "role": "supervisor",
        "round": 144,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.925,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs145:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs145:Buyer:signal",
          "evidence": "Round 145: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs145:Buyer:state",
          "evidence": "Round 145: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.944|served:53.944|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs145:Buyer:act",
          "evidence": "Round 145: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs145:Buyer:clear",
          "evidence": "Round 145: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs145:Buyer:inventory_guard",
          "evidence": "Round 145: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs145:Buyer:staff_guard",
          "evidence": "Round 145: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs145:Buyer:payoff",
          "evidence": "Round 145: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs145:Buyer:learner",
          "evidence": "Round 145: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.750|reorder_target_total:77.589|staff_forecast:48.890|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0187,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 67.449,
        "role": "inventory",
        "round": 145,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.89,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs145:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs145:Scheduler:signal",
          "evidence": "Round 145: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs145:Scheduler:state",
          "evidence": "Round 145: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.944|served:53.944|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs145:Scheduler:act",
          "evidence": "Round 145: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs145:Scheduler:clear",
          "evidence": "Round 145: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs145:Scheduler:inventory_guard",
          "evidence": "Round 145: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs145:Scheduler:staff_guard",
          "evidence": "Round 145: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs145:Scheduler:payoff",
          "evidence": "Round 145: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs145:Scheduler:learner",
          "evidence": "Round 145: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.750|reorder_target_total:77.589|staff_forecast:48.890|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0187,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 67.449,
        "role": "staffing",
        "round": 145,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.89,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs145:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs145:Clerk:signal",
          "evidence": "Round 145: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs145:Clerk:state",
          "evidence": "Round 145: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.944|served:53.944|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs145:Clerk:act",
          "evidence": "Round 145: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs145:Clerk:clear",
          "evidence": "Round 145: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs145:Clerk:inventory_guard",
          "evidence": "Round 145: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs145:Clerk:staff_guard",
          "evidence": "Round 145: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs145:Clerk:payoff",
          "evidence": "Round 145: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs145:Clerk:learner",
          "evidence": "Round 145: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.750|reorder_target_total:77.589|staff_forecast:48.890|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0187,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 67.449,
        "role": "checkout",
        "round": 145,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.89,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs145:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs145:Supervisor:signal",
          "evidence": "Round 145: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs145:Supervisor:state",
          "evidence": "Round 145: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:53.944|served:53.944|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs145:Supervisor:act",
          "evidence": "Round 145: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs145:Supervisor:clear",
          "evidence": "Round 145: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs145:Supervisor:inventory_guard",
          "evidence": "Round 145: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs145:Supervisor:staff_guard",
          "evidence": "Round 145: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs145:Supervisor:payoff",
          "evidence": "Round 145: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs145:Supervisor:learner",
          "evidence": "Round 145: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.94 customer-unit demand, served 53.94, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.02, and earned profit 67.45. The online learner now forecasts 48.75 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.750|reorder_target_total:77.589|staff_forecast:48.890|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0187,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 67.449,
        "role": "supervisor",
        "round": 145,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.89,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs146:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs146:Buyer:signal",
          "evidence": "Round 146: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs146:Buyer:state",
          "evidence": "Round 146: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:51.52|served:51.52|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs146:Buyer:act",
          "evidence": "Round 146: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs146:Buyer:clear",
          "evidence": "Round 146: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs146:Buyer:inventory_guard",
          "evidence": "Round 146: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs146:Buyer:staff_guard",
          "evidence": "Round 146: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs146:Buyer:payoff",
          "evidence": "Round 146: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs146:Buyer:learner",
          "evidence": "Round 146: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.413|reorder_target_total:77.590|staff_forecast:49.626|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.016,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 53.495,
        "role": "inventory",
        "round": 146,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.626,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs146:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs146:Scheduler:signal",
          "evidence": "Round 146: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs146:Scheduler:state",
          "evidence": "Round 146: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:51.52|served:51.52|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs146:Scheduler:act",
          "evidence": "Round 146: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs146:Scheduler:clear",
          "evidence": "Round 146: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs146:Scheduler:inventory_guard",
          "evidence": "Round 146: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs146:Scheduler:staff_guard",
          "evidence": "Round 146: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs146:Scheduler:payoff",
          "evidence": "Round 146: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs146:Scheduler:learner",
          "evidence": "Round 146: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.413|reorder_target_total:77.590|staff_forecast:49.626|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.016,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 53.495,
        "role": "staffing",
        "round": 146,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.626,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs146:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs146:Clerk:signal",
          "evidence": "Round 146: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs146:Clerk:state",
          "evidence": "Round 146: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:51.52|served:51.52|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs146:Clerk:act",
          "evidence": "Round 146: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs146:Clerk:clear",
          "evidence": "Round 146: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs146:Clerk:inventory_guard",
          "evidence": "Round 146: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs146:Clerk:staff_guard",
          "evidence": "Round 146: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs146:Clerk:payoff",
          "evidence": "Round 146: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs146:Clerk:learner",
          "evidence": "Round 146: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.413|reorder_target_total:77.590|staff_forecast:49.626|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.016,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 53.495,
        "role": "checkout",
        "round": 146,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.626,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs146:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs146:Supervisor:signal",
          "evidence": "Round 146: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs146:Supervisor:state",
          "evidence": "Round 146: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:51.52|served:51.52|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs146:Supervisor:act",
          "evidence": "Round 146: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs146:Supervisor:clear",
          "evidence": "Round 146: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs146:Supervisor:inventory_guard",
          "evidence": "Round 146: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs146:Supervisor:staff_guard",
          "evidence": "Round 146: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs146:Supervisor:payoff",
          "evidence": "Round 146: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs146:Supervisor:learner",
          "evidence": "Round 146: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.52 customer-unit demand, served 51.52, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 53.49. The online learner now forecasts 49.41 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.413|reorder_target_total:77.590|staff_forecast:49.626|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.016,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 53.495,
        "role": "supervisor",
        "round": 146,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.626,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs147:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs147:Buyer:signal",
          "evidence": "Round 147: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs147:Buyer:state",
          "evidence": "Round 147: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:47.206|served:47.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs147:Buyer:act",
          "evidence": "Round 147: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs147:Buyer:clear",
          "evidence": "Round 147: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs147:Buyer:inventory_guard",
          "evidence": "Round 147: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs147:Buyer:staff_guard",
          "evidence": "Round 147: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs147:Buyer:payoff",
          "evidence": "Round 147: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs147:Buyer:learner",
          "evidence": "Round 147: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.882|reorder_target_total:77.589|staff_forecast:48.948|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0135,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.508,
        "role": "inventory",
        "round": 147,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.948,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs147:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs147:Scheduler:signal",
          "evidence": "Round 147: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs147:Scheduler:state",
          "evidence": "Round 147: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:47.206|served:47.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs147:Scheduler:act",
          "evidence": "Round 147: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs147:Scheduler:clear",
          "evidence": "Round 147: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs147:Scheduler:inventory_guard",
          "evidence": "Round 147: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs147:Scheduler:staff_guard",
          "evidence": "Round 147: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs147:Scheduler:payoff",
          "evidence": "Round 147: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs147:Scheduler:learner",
          "evidence": "Round 147: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.882|reorder_target_total:77.589|staff_forecast:48.948|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0135,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.508,
        "role": "staffing",
        "round": 147,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.948,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs147:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs147:Clerk:signal",
          "evidence": "Round 147: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs147:Clerk:state",
          "evidence": "Round 147: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:47.206|served:47.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs147:Clerk:act",
          "evidence": "Round 147: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs147:Clerk:clear",
          "evidence": "Round 147: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs147:Clerk:inventory_guard",
          "evidence": "Round 147: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs147:Clerk:staff_guard",
          "evidence": "Round 147: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs147:Clerk:payoff",
          "evidence": "Round 147: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs147:Clerk:learner",
          "evidence": "Round 147: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.882|reorder_target_total:77.589|staff_forecast:48.948|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0135,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.508,
        "role": "checkout",
        "round": 147,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.948,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs147:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs147:Supervisor:signal",
          "evidence": "Round 147: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs147:Supervisor:state",
          "evidence": "Round 147: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:47.206|served:47.206|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs147:Supervisor:act",
          "evidence": "Round 147: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs147:Supervisor:clear",
          "evidence": "Round 147: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs147:Supervisor:inventory_guard",
          "evidence": "Round 147: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs147:Supervisor:staff_guard",
          "evidence": "Round 147: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs147:Supervisor:payoff",
          "evidence": "Round 147: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs147:Supervisor:learner",
          "evidence": "Round 147: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.21 customer-unit demand, served 47.21, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.51. The online learner now forecasts 48.88 customer-units, targets 77.59 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.882|reorder_target_total:77.589|staff_forecast:48.948|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0135,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.508,
        "role": "supervisor",
        "round": 147,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.948,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs148:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs148:Buyer:signal",
          "evidence": "Round 148: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs148:Buyer:state",
          "evidence": "Round 148: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:43.816|served:43.816|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs148:Buyer:act",
          "evidence": "Round 148: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs148:Buyer:clear",
          "evidence": "Round 148: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs148:Buyer:inventory_guard",
          "evidence": "Round 148: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs148:Buyer:staff_guard",
          "evidence": "Round 148: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs148:Buyer:payoff",
          "evidence": "Round 148: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs148:Buyer:learner",
          "evidence": "Round 148: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.665|reorder_target_total:77.577|staff_forecast:47.511|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.015,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.168,
        "role": "inventory",
        "round": 148,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.511,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs148:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs148:Scheduler:signal",
          "evidence": "Round 148: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs148:Scheduler:state",
          "evidence": "Round 148: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:43.816|served:43.816|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs148:Scheduler:act",
          "evidence": "Round 148: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs148:Scheduler:clear",
          "evidence": "Round 148: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs148:Scheduler:inventory_guard",
          "evidence": "Round 148: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs148:Scheduler:staff_guard",
          "evidence": "Round 148: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs148:Scheduler:payoff",
          "evidence": "Round 148: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs148:Scheduler:learner",
          "evidence": "Round 148: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.665|reorder_target_total:77.577|staff_forecast:47.511|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.015,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.168,
        "role": "staffing",
        "round": 148,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.511,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs148:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs148:Clerk:signal",
          "evidence": "Round 148: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs148:Clerk:state",
          "evidence": "Round 148: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:43.816|served:43.816|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs148:Clerk:act",
          "evidence": "Round 148: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs148:Clerk:clear",
          "evidence": "Round 148: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs148:Clerk:inventory_guard",
          "evidence": "Round 148: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs148:Clerk:staff_guard",
          "evidence": "Round 148: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs148:Clerk:payoff",
          "evidence": "Round 148: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs148:Clerk:learner",
          "evidence": "Round 148: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.665|reorder_target_total:77.577|staff_forecast:47.511|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.015,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.168,
        "role": "checkout",
        "round": 148,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.511,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs148:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs148:Supervisor:signal",
          "evidence": "Round 148: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs148:Supervisor:state",
          "evidence": "Round 148: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:43.816|served:43.816|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs148:Supervisor:act",
          "evidence": "Round 148: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs148:Supervisor:clear",
          "evidence": "Round 148: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs148:Supervisor:inventory_guard",
          "evidence": "Round 148: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs148:Supervisor:staff_guard",
          "evidence": "Round 148: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs148:Supervisor:payoff",
          "evidence": "Round 148: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs148:Supervisor:learner",
          "evidence": "Round 148: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.82 customer-unit demand, served 43.82, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 26.17. The online learner now forecasts 47.66 customer-units, targets 77.58 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.665|reorder_target_total:77.577|staff_forecast:47.511|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.015,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.168,
        "role": "supervisor",
        "round": 148,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.511,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs149:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs149:Buyer:signal",
          "evidence": "Round 149: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs149:Buyer:state",
          "evidence": "Round 149: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:49.603|served:49.603|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs149:Buyer:act",
          "evidence": "Round 149: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs149:Buyer:clear",
          "evidence": "Round 149: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs149:Buyer:inventory_guard",
          "evidence": "Round 149: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs149:Buyer:staff_guard",
          "evidence": "Round 149: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs149:Buyer:payoff",
          "evidence": "Round 149: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs149:Buyer:learner",
          "evidence": "Round 149: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.130|reorder_target_total:77.569|staff_forecast:48.097|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0214,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 47.17,
        "role": "inventory",
        "round": 149,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.097,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs149:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs149:Scheduler:signal",
          "evidence": "Round 149: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs149:Scheduler:state",
          "evidence": "Round 149: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:49.603|served:49.603|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs149:Scheduler:act",
          "evidence": "Round 149: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs149:Scheduler:clear",
          "evidence": "Round 149: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs149:Scheduler:inventory_guard",
          "evidence": "Round 149: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs149:Scheduler:staff_guard",
          "evidence": "Round 149: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs149:Scheduler:payoff",
          "evidence": "Round 149: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs149:Scheduler:learner",
          "evidence": "Round 149: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.130|reorder_target_total:77.569|staff_forecast:48.097|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0214,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 47.17,
        "role": "staffing",
        "round": 149,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.097,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs149:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs149:Clerk:signal",
          "evidence": "Round 149: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs149:Clerk:state",
          "evidence": "Round 149: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:49.603|served:49.603|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs149:Clerk:act",
          "evidence": "Round 149: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs149:Clerk:clear",
          "evidence": "Round 149: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs149:Clerk:inventory_guard",
          "evidence": "Round 149: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs149:Clerk:staff_guard",
          "evidence": "Round 149: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs149:Clerk:payoff",
          "evidence": "Round 149: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs149:Clerk:learner",
          "evidence": "Round 149: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.130|reorder_target_total:77.569|staff_forecast:48.097|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0214,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 47.17,
        "role": "checkout",
        "round": 149,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.097,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs149:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs149:Supervisor:signal",
          "evidence": "Round 149: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs149:Supervisor:state",
          "evidence": "Round 149: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:49.603|served:49.603|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs149:Supervisor:act",
          "evidence": "Round 149: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs149:Supervisor:clear",
          "evidence": "Round 149: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs149:Supervisor:inventory_guard",
          "evidence": "Round 149: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs149:Supervisor:staff_guard",
          "evidence": "Round 149: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs149:Supervisor:payoff",
          "evidence": "Round 149: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs149:Supervisor:learner",
          "evidence": "Round 149: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.60 customer-unit demand, served 49.60, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 47.17. The online learner now forecasts 48.13 customer-units, targets 77.57 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.130|reorder_target_total:77.569|staff_forecast:48.097|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0214,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 47.17,
        "role": "supervisor",
        "round": 149,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.097,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs150:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs150:Buyer:signal",
          "evidence": "Round 150: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs150:Buyer:state",
          "evidence": "Round 150: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:44.175|served:44.175|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs150:Buyer:act",
          "evidence": "Round 150: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs150:Buyer:clear",
          "evidence": "Round 150: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs150:Buyer:inventory_guard",
          "evidence": "Round 150: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs150:Buyer:staff_guard",
          "evidence": "Round 150: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs150:Buyer:payoff",
          "evidence": "Round 150: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs150:Buyer:learner",
          "evidence": "Round 150: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.181|reorder_target_total:77.550|staff_forecast:46.999|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.019,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 28.669,
        "role": "inventory",
        "round": 150,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.999,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs150:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs150:Scheduler:signal",
          "evidence": "Round 150: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs150:Scheduler:state",
          "evidence": "Round 150: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:44.175|served:44.175|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs150:Scheduler:act",
          "evidence": "Round 150: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs150:Scheduler:clear",
          "evidence": "Round 150: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs150:Scheduler:inventory_guard",
          "evidence": "Round 150: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs150:Scheduler:staff_guard",
          "evidence": "Round 150: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs150:Scheduler:payoff",
          "evidence": "Round 150: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs150:Scheduler:learner",
          "evidence": "Round 150: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.181|reorder_target_total:77.550|staff_forecast:46.999|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.019,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 28.669,
        "role": "staffing",
        "round": 150,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.999,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs150:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs150:Clerk:signal",
          "evidence": "Round 150: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs150:Clerk:state",
          "evidence": "Round 150: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:44.175|served:44.175|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs150:Clerk:act",
          "evidence": "Round 150: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs150:Clerk:clear",
          "evidence": "Round 150: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs150:Clerk:inventory_guard",
          "evidence": "Round 150: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs150:Clerk:staff_guard",
          "evidence": "Round 150: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs150:Clerk:payoff",
          "evidence": "Round 150: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs150:Clerk:learner",
          "evidence": "Round 150: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.181|reorder_target_total:77.550|staff_forecast:46.999|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.019,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 28.669,
        "role": "checkout",
        "round": 150,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.999,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs150:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs150:Supervisor:signal",
          "evidence": "Round 150: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs150:Supervisor:state",
          "evidence": "Round 150: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:44.175|served:44.175|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs150:Supervisor:act",
          "evidence": "Round 150: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs150:Supervisor:clear",
          "evidence": "Round 150: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs150:Supervisor:inventory_guard",
          "evidence": "Round 150: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs150:Supervisor:staff_guard",
          "evidence": "Round 150: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs150:Supervisor:payoff",
          "evidence": "Round 150: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs150:Supervisor:learner",
          "evidence": "Round 150: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.17 customer-unit demand, served 44.17, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.67. The online learner now forecasts 47.18 customer-units, targets 77.55 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.181|reorder_target_total:77.550|staff_forecast:46.999|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.019,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 28.669,
        "role": "supervisor",
        "round": 150,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.999,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs151:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs151:Buyer:signal",
          "evidence": "Round 151: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs151:Buyer:state",
          "evidence": "Round 151: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:44.331|served:44.331|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs151:Buyer:act",
          "evidence": "Round 151: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs151:Buyer:clear",
          "evidence": "Round 151: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs151:Buyer:inventory_guard",
          "evidence": "Round 151: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs151:Buyer:staff_guard",
          "evidence": "Round 151: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs151:Buyer:payoff",
          "evidence": "Round 151: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs151:Buyer:learner",
          "evidence": "Round 151: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.497|reorder_target_total:77.508|staff_forecast:46.252|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0171,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.5,
        "role": "inventory",
        "round": 151,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.252,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs151:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs151:Scheduler:signal",
          "evidence": "Round 151: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs151:Scheduler:state",
          "evidence": "Round 151: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:44.331|served:44.331|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs151:Scheduler:act",
          "evidence": "Round 151: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs151:Scheduler:clear",
          "evidence": "Round 151: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs151:Scheduler:inventory_guard",
          "evidence": "Round 151: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs151:Scheduler:staff_guard",
          "evidence": "Round 151: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs151:Scheduler:payoff",
          "evidence": "Round 151: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs151:Scheduler:learner",
          "evidence": "Round 151: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.497|reorder_target_total:77.508|staff_forecast:46.252|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0171,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.5,
        "role": "staffing",
        "round": 151,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.252,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs151:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs151:Clerk:signal",
          "evidence": "Round 151: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs151:Clerk:state",
          "evidence": "Round 151: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:44.331|served:44.331|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs151:Clerk:act",
          "evidence": "Round 151: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs151:Clerk:clear",
          "evidence": "Round 151: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs151:Clerk:inventory_guard",
          "evidence": "Round 151: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs151:Clerk:staff_guard",
          "evidence": "Round 151: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs151:Clerk:payoff",
          "evidence": "Round 151: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs151:Clerk:learner",
          "evidence": "Round 151: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.497|reorder_target_total:77.508|staff_forecast:46.252|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0171,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.5,
        "role": "checkout",
        "round": 151,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.252,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs151:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs151:Supervisor:signal",
          "evidence": "Round 151: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs151:Supervisor:state",
          "evidence": "Round 151: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:44.331|served:44.331|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs151:Supervisor:act",
          "evidence": "Round 151: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs151:Supervisor:clear",
          "evidence": "Round 151: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs151:Supervisor:inventory_guard",
          "evidence": "Round 151: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs151:Supervisor:staff_guard",
          "evidence": "Round 151: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs151:Supervisor:payoff",
          "evidence": "Round 151: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs151:Supervisor:learner",
          "evidence": "Round 151: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.33 customer-unit demand, served 44.33, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.50. The online learner now forecasts 46.50 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.497|reorder_target_total:77.508|staff_forecast:46.252|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0171,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.5,
        "role": "supervisor",
        "round": 151,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.252,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs152:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs152:Buyer:signal",
          "evidence": "Round 152: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs152:Buyer:state",
          "evidence": "Round 152: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:54.78|served:54.78|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs152:Buyer:act",
          "evidence": "Round 152: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs152:Buyer:clear",
          "evidence": "Round 152: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs152:Buyer:inventory_guard",
          "evidence": "Round 152: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs152:Buyer:staff_guard",
          "evidence": "Round 152: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs152:Buyer:payoff",
          "evidence": "Round 152: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs152:Buyer:learner",
          "evidence": "Round 152: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.484|reorder_target_total:77.501|staff_forecast:48.640|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0118,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.609,
        "role": "inventory",
        "round": 152,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.64,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs152:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs152:Scheduler:signal",
          "evidence": "Round 152: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs152:Scheduler:state",
          "evidence": "Round 152: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:54.78|served:54.78|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs152:Scheduler:act",
          "evidence": "Round 152: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs152:Scheduler:clear",
          "evidence": "Round 152: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs152:Scheduler:inventory_guard",
          "evidence": "Round 152: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs152:Scheduler:staff_guard",
          "evidence": "Round 152: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs152:Scheduler:payoff",
          "evidence": "Round 152: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs152:Scheduler:learner",
          "evidence": "Round 152: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.484|reorder_target_total:77.501|staff_forecast:48.640|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0118,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.609,
        "role": "staffing",
        "round": 152,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.64,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs152:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs152:Clerk:signal",
          "evidence": "Round 152: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs152:Clerk:state",
          "evidence": "Round 152: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:54.78|served:54.78|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs152:Clerk:act",
          "evidence": "Round 152: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs152:Clerk:clear",
          "evidence": "Round 152: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs152:Clerk:inventory_guard",
          "evidence": "Round 152: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs152:Clerk:staff_guard",
          "evidence": "Round 152: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs152:Clerk:payoff",
          "evidence": "Round 152: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs152:Clerk:learner",
          "evidence": "Round 152: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.484|reorder_target_total:77.501|staff_forecast:48.640|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0118,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.609,
        "role": "checkout",
        "round": 152,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.64,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs152:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs152:Supervisor:signal",
          "evidence": "Round 152: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs152:Supervisor:state",
          "evidence": "Round 152: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:54.78|served:54.78|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs152:Supervisor:act",
          "evidence": "Round 152: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs152:Supervisor:clear",
          "evidence": "Round 152: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs152:Supervisor:inventory_guard",
          "evidence": "Round 152: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs152:Supervisor:staff_guard",
          "evidence": "Round 152: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs152:Supervisor:payoff",
          "evidence": "Round 152: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs152:Supervisor:learner",
          "evidence": "Round 152: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.78 customer-unit demand, served 54.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.61. The online learner now forecasts 48.48 customer-units, targets 77.50 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.484|reorder_target_total:77.501|staff_forecast:48.640|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0118,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.609,
        "role": "supervisor",
        "round": 152,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.64,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs153:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs153:Buyer:signal",
          "evidence": "Round 153: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs153:Buyer:state",
          "evidence": "Round 153: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:54.835|served:54.835|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs153:Buyer:act",
          "evidence": "Round 153: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs153:Buyer:clear",
          "evidence": "Round 153: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs153:Buyer:inventory_guard",
          "evidence": "Round 153: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs153:Buyer:staff_guard",
          "evidence": "Round 153: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs153:Buyer:payoff",
          "evidence": "Round 153: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs153:Buyer:learner",
          "evidence": "Round 153: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.008|reorder_target_total:77.511|staff_forecast:50.375|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0078,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.633,
        "role": "inventory",
        "round": 153,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.375,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs153:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs153:Scheduler:signal",
          "evidence": "Round 153: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs153:Scheduler:state",
          "evidence": "Round 153: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:54.835|served:54.835|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs153:Scheduler:act",
          "evidence": "Round 153: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs153:Scheduler:clear",
          "evidence": "Round 153: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs153:Scheduler:inventory_guard",
          "evidence": "Round 153: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs153:Scheduler:staff_guard",
          "evidence": "Round 153: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs153:Scheduler:payoff",
          "evidence": "Round 153: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs153:Scheduler:learner",
          "evidence": "Round 153: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.008|reorder_target_total:77.511|staff_forecast:50.375|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0078,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.633,
        "role": "staffing",
        "round": 153,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.375,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs153:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs153:Clerk:signal",
          "evidence": "Round 153: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs153:Clerk:state",
          "evidence": "Round 153: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:54.835|served:54.835|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs153:Clerk:act",
          "evidence": "Round 153: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs153:Clerk:clear",
          "evidence": "Round 153: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs153:Clerk:inventory_guard",
          "evidence": "Round 153: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs153:Clerk:staff_guard",
          "evidence": "Round 153: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs153:Clerk:payoff",
          "evidence": "Round 153: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs153:Clerk:learner",
          "evidence": "Round 153: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.008|reorder_target_total:77.511|staff_forecast:50.375|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0078,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.633,
        "role": "checkout",
        "round": 153,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.375,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs153:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs153:Supervisor:signal",
          "evidence": "Round 153: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs153:Supervisor:state",
          "evidence": "Round 153: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:54.835|served:54.835|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs153:Supervisor:act",
          "evidence": "Round 153: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs153:Supervisor:clear",
          "evidence": "Round 153: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs153:Supervisor:inventory_guard",
          "evidence": "Round 153: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs153:Supervisor:staff_guard",
          "evidence": "Round 153: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs153:Supervisor:payoff",
          "evidence": "Round 153: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs153:Supervisor:learner",
          "evidence": "Round 153: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.84 customer-unit demand, served 54.84, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 73.63. The online learner now forecasts 50.01 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:50.008|reorder_target_total:77.511|staff_forecast:50.375|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0078,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.633,
        "role": "supervisor",
        "round": 153,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.375,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs154:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs154:Buyer:signal",
          "evidence": "Round 154: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs154:Buyer:state",
          "evidence": "Round 154: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:45.135|served:45.135|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs154:Buyer:act",
          "evidence": "Round 154: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs154:Buyer:clear",
          "evidence": "Round 154: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs154:Buyer:inventory_guard",
          "evidence": "Round 154: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs154:Buyer:staff_guard",
          "evidence": "Round 154: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs154:Buyer:payoff",
          "evidence": "Round 154: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs154:Buyer:learner",
          "evidence": "Round 154: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.839|reorder_target_total:77.507|staff_forecast:48.908|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0091,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.651,
        "role": "inventory",
        "round": 154,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.908,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs154:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs154:Scheduler:signal",
          "evidence": "Round 154: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs154:Scheduler:state",
          "evidence": "Round 154: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:45.135|served:45.135|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs154:Scheduler:act",
          "evidence": "Round 154: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs154:Scheduler:clear",
          "evidence": "Round 154: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs154:Scheduler:inventory_guard",
          "evidence": "Round 154: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs154:Scheduler:staff_guard",
          "evidence": "Round 154: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs154:Scheduler:payoff",
          "evidence": "Round 154: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs154:Scheduler:learner",
          "evidence": "Round 154: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.839|reorder_target_total:77.507|staff_forecast:48.908|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0091,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.651,
        "role": "staffing",
        "round": 154,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.908,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs154:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs154:Clerk:signal",
          "evidence": "Round 154: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs154:Clerk:state",
          "evidence": "Round 154: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:45.135|served:45.135|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs154:Clerk:act",
          "evidence": "Round 154: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs154:Clerk:clear",
          "evidence": "Round 154: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs154:Clerk:inventory_guard",
          "evidence": "Round 154: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs154:Clerk:staff_guard",
          "evidence": "Round 154: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs154:Clerk:payoff",
          "evidence": "Round 154: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs154:Clerk:learner",
          "evidence": "Round 154: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.839|reorder_target_total:77.507|staff_forecast:48.908|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0091,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.651,
        "role": "checkout",
        "round": 154,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.908,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs154:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs154:Supervisor:signal",
          "evidence": "Round 154: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs154:Supervisor:state",
          "evidence": "Round 154: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:45.135|served:45.135|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs154:Supervisor:act",
          "evidence": "Round 154: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs154:Supervisor:clear",
          "evidence": "Round 154: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs154:Supervisor:inventory_guard",
          "evidence": "Round 154: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs154:Supervisor:staff_guard",
          "evidence": "Round 154: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs154:Supervisor:payoff",
          "evidence": "Round 154: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs154:Supervisor:learner",
          "evidence": "Round 154: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.13 customer-unit demand, served 45.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 32.65. The online learner now forecasts 48.84 customer-units, targets 77.51 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.839|reorder_target_total:77.507|staff_forecast:48.908|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0091,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.651,
        "role": "supervisor",
        "round": 154,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.908,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs155:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs155:Buyer:signal",
          "evidence": "Round 155: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs155:Buyer:state",
          "evidence": "Round 155: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:42.137|served:42.137|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs155:Buyer:act",
          "evidence": "Round 155: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs155:Buyer:clear",
          "evidence": "Round 155: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs155:Buyer:inventory_guard",
          "evidence": "Round 155: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs155:Buyer:staff_guard",
          "evidence": "Round 155: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs155:Buyer:payoff",
          "evidence": "Round 155: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs155:Buyer:learner",
          "evidence": "Round 155: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.231|reorder_target_total:77.485|staff_forecast:47.012|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0088,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.906,
        "role": "inventory",
        "round": 155,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.012,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs155:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs155:Scheduler:signal",
          "evidence": "Round 155: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs155:Scheduler:state",
          "evidence": "Round 155: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:42.137|served:42.137|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs155:Scheduler:act",
          "evidence": "Round 155: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs155:Scheduler:clear",
          "evidence": "Round 155: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs155:Scheduler:inventory_guard",
          "evidence": "Round 155: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs155:Scheduler:staff_guard",
          "evidence": "Round 155: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs155:Scheduler:payoff",
          "evidence": "Round 155: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs155:Scheduler:learner",
          "evidence": "Round 155: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.231|reorder_target_total:77.485|staff_forecast:47.012|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0088,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.906,
        "role": "staffing",
        "round": 155,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.012,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs155:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs155:Clerk:signal",
          "evidence": "Round 155: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs155:Clerk:state",
          "evidence": "Round 155: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:42.137|served:42.137|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs155:Clerk:act",
          "evidence": "Round 155: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs155:Clerk:clear",
          "evidence": "Round 155: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs155:Clerk:inventory_guard",
          "evidence": "Round 155: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs155:Clerk:staff_guard",
          "evidence": "Round 155: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs155:Clerk:payoff",
          "evidence": "Round 155: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs155:Clerk:learner",
          "evidence": "Round 155: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.231|reorder_target_total:77.485|staff_forecast:47.012|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0088,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.906,
        "role": "checkout",
        "round": 155,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.012,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs155:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs155:Supervisor:signal",
          "evidence": "Round 155: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs155:Supervisor:state",
          "evidence": "Round 155: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:42.137|served:42.137|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs155:Supervisor:act",
          "evidence": "Round 155: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs155:Supervisor:clear",
          "evidence": "Round 155: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs155:Supervisor:inventory_guard",
          "evidence": "Round 155: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs155:Supervisor:staff_guard",
          "evidence": "Round 155: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs155:Supervisor:payoff",
          "evidence": "Round 155: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs155:Supervisor:learner",
          "evidence": "Round 155: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 42.14 customer-unit demand, served 42.14, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 19.91. The online learner now forecasts 47.23 customer-units, targets 77.48 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.231|reorder_target_total:77.485|staff_forecast:47.012|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0088,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 19.906,
        "role": "supervisor",
        "round": 155,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.012,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs156:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs156:Buyer:signal",
          "evidence": "Round 156: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs156:Buyer:state",
          "evidence": "Round 156: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:40.533|served:40.533|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs156:Buyer:act",
          "evidence": "Round 156: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs156:Buyer:clear",
          "evidence": "Round 156: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs156:Buyer:inventory_guard",
          "evidence": "Round 156: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs156:Buyer:staff_guard",
          "evidence": "Round 156: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs156:Buyer:payoff",
          "evidence": "Round 156: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs156:Buyer:learner",
          "evidence": "Round 156: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.623|reorder_target_total:77.443|staff_forecast:45.198|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0104,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 16.693,
        "role": "inventory",
        "round": 156,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.198,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs156:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs156:Scheduler:signal",
          "evidence": "Round 156: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs156:Scheduler:state",
          "evidence": "Round 156: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:40.533|served:40.533|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs156:Scheduler:act",
          "evidence": "Round 156: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs156:Scheduler:clear",
          "evidence": "Round 156: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs156:Scheduler:inventory_guard",
          "evidence": "Round 156: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs156:Scheduler:staff_guard",
          "evidence": "Round 156: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs156:Scheduler:payoff",
          "evidence": "Round 156: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs156:Scheduler:learner",
          "evidence": "Round 156: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.623|reorder_target_total:77.443|staff_forecast:45.198|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0104,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 16.693,
        "role": "staffing",
        "round": 156,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.198,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs156:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs156:Clerk:signal",
          "evidence": "Round 156: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs156:Clerk:state",
          "evidence": "Round 156: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:40.533|served:40.533|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs156:Clerk:act",
          "evidence": "Round 156: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs156:Clerk:clear",
          "evidence": "Round 156: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs156:Clerk:inventory_guard",
          "evidence": "Round 156: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs156:Clerk:staff_guard",
          "evidence": "Round 156: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs156:Clerk:payoff",
          "evidence": "Round 156: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs156:Clerk:learner",
          "evidence": "Round 156: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.623|reorder_target_total:77.443|staff_forecast:45.198|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0104,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 16.693,
        "role": "checkout",
        "round": 156,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.198,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs156:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs156:Supervisor:signal",
          "evidence": "Round 156: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs156:Supervisor:state",
          "evidence": "Round 156: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:40.533|served:40.533|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs156:Supervisor:act",
          "evidence": "Round 156: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs156:Supervisor:clear",
          "evidence": "Round 156: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs156:Supervisor:inventory_guard",
          "evidence": "Round 156: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs156:Supervisor:staff_guard",
          "evidence": "Round 156: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs156:Supervisor:payoff",
          "evidence": "Round 156: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs156:Supervisor:learner",
          "evidence": "Round 156: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.53 customer-unit demand, served 40.53, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 16.69. The online learner now forecasts 45.62 customer-units, targets 77.44 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.623|reorder_target_total:77.443|staff_forecast:45.198|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0104,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 16.693,
        "role": "supervisor",
        "round": 156,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.198,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs157:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs157:Buyer:signal",
          "evidence": "Round 157: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs157:Buyer:state",
          "evidence": "Round 157: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.375|served:44.375|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs157:Buyer:act",
          "evidence": "Round 157: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs157:Buyer:clear",
          "evidence": "Round 157: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs157:Buyer:inventory_guard",
          "evidence": "Round 157: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs157:Buyer:staff_guard",
          "evidence": "Round 157: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs157:Buyer:payoff",
          "evidence": "Round 157: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs157:Buyer:learner",
          "evidence": "Round 157: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.323|reorder_target_total:77.402|staff_forecast:44.968|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0154,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 28.922,
        "role": "inventory",
        "round": 157,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.968,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs157:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs157:Scheduler:signal",
          "evidence": "Round 157: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs157:Scheduler:state",
          "evidence": "Round 157: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.375|served:44.375|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs157:Scheduler:act",
          "evidence": "Round 157: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs157:Scheduler:clear",
          "evidence": "Round 157: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs157:Scheduler:inventory_guard",
          "evidence": "Round 157: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs157:Scheduler:staff_guard",
          "evidence": "Round 157: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs157:Scheduler:payoff",
          "evidence": "Round 157: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs157:Scheduler:learner",
          "evidence": "Round 157: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.323|reorder_target_total:77.402|staff_forecast:44.968|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0154,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 28.922,
        "role": "staffing",
        "round": 157,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.968,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs157:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs157:Clerk:signal",
          "evidence": "Round 157: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs157:Clerk:state",
          "evidence": "Round 157: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.375|served:44.375|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs157:Clerk:act",
          "evidence": "Round 157: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs157:Clerk:clear",
          "evidence": "Round 157: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs157:Clerk:inventory_guard",
          "evidence": "Round 157: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs157:Clerk:staff_guard",
          "evidence": "Round 157: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs157:Clerk:payoff",
          "evidence": "Round 157: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs157:Clerk:learner",
          "evidence": "Round 157: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.323|reorder_target_total:77.402|staff_forecast:44.968|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0154,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 28.922,
        "role": "checkout",
        "round": 157,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.968,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs157:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs157:Supervisor:signal",
          "evidence": "Round 157: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs157:Supervisor:state",
          "evidence": "Round 157: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:44.375|served:44.375|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs157:Supervisor:act",
          "evidence": "Round 157: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs157:Supervisor:clear",
          "evidence": "Round 157: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs157:Supervisor:inventory_guard",
          "evidence": "Round 157: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs157:Supervisor:staff_guard",
          "evidence": "Round 157: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs157:Supervisor:payoff",
          "evidence": "Round 157: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs157:Supervisor:learner",
          "evidence": "Round 157: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.38 customer-unit demand, served 44.38, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 28.92. The online learner now forecasts 45.32 customer-units, targets 77.40 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.323|reorder_target_total:77.402|staff_forecast:44.968|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0154,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 28.922,
        "role": "supervisor",
        "round": 157,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.968,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs158:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs158:Buyer:signal",
          "evidence": "Round 158: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs158:Buyer:state",
          "evidence": "Round 158: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:45.066|served:45.066|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs158:Buyer:act",
          "evidence": "Round 158: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs158:Buyer:clear",
          "evidence": "Round 158: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs158:Buyer:inventory_guard",
          "evidence": "Round 158: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs158:Buyer:staff_guard",
          "evidence": "Round 158: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs158:Buyer:payoff",
          "evidence": "Round 158: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs158:Buyer:learner",
          "evidence": "Round 158: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.262|reorder_target_total:77.359|staff_forecast:44.995|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0166,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.103,
        "role": "inventory",
        "round": 158,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.995,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs158:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs158:Scheduler:signal",
          "evidence": "Round 158: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs158:Scheduler:state",
          "evidence": "Round 158: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:45.066|served:45.066|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs158:Scheduler:act",
          "evidence": "Round 158: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs158:Scheduler:clear",
          "evidence": "Round 158: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs158:Scheduler:inventory_guard",
          "evidence": "Round 158: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs158:Scheduler:staff_guard",
          "evidence": "Round 158: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs158:Scheduler:payoff",
          "evidence": "Round 158: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs158:Scheduler:learner",
          "evidence": "Round 158: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.262|reorder_target_total:77.359|staff_forecast:44.995|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0166,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.103,
        "role": "staffing",
        "round": 158,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.995,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs158:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs158:Clerk:signal",
          "evidence": "Round 158: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs158:Clerk:state",
          "evidence": "Round 158: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:45.066|served:45.066|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs158:Clerk:act",
          "evidence": "Round 158: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs158:Clerk:clear",
          "evidence": "Round 158: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs158:Clerk:inventory_guard",
          "evidence": "Round 158: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs158:Clerk:staff_guard",
          "evidence": "Round 158: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs158:Clerk:payoff",
          "evidence": "Round 158: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs158:Clerk:learner",
          "evidence": "Round 158: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.262|reorder_target_total:77.359|staff_forecast:44.995|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0166,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.103,
        "role": "checkout",
        "round": 158,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.995,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs158:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs158:Supervisor:signal",
          "evidence": "Round 158: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs158:Supervisor:state",
          "evidence": "Round 158: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:45.066|served:45.066|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs158:Supervisor:act",
          "evidence": "Round 158: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs158:Supervisor:clear",
          "evidence": "Round 158: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs158:Supervisor:inventory_guard",
          "evidence": "Round 158: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs158:Supervisor:staff_guard",
          "evidence": "Round 158: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs158:Supervisor:payoff",
          "evidence": "Round 158: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs158:Supervisor:learner",
          "evidence": "Round 158: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.07 customer-unit demand, served 45.07, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 32.10. The online learner now forecasts 45.26 customer-units, targets 77.36 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.262|reorder_target_total:77.359|staff_forecast:44.995|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0166,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.103,
        "role": "supervisor",
        "round": 158,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.995,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs159:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs159:Buyer:signal",
          "evidence": "Round 159: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs159:Buyer:state",
          "evidence": "Round 159: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:53.027|served:53.027|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs159:Buyer:act",
          "evidence": "Round 159: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs159:Buyer:clear",
          "evidence": "Round 159: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs159:Buyer:inventory_guard",
          "evidence": "Round 159: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs159:Buyer:staff_guard",
          "evidence": "Round 159: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs159:Buyer:payoff",
          "evidence": "Round 159: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs159:Buyer:learner",
          "evidence": "Round 159: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.126|reorder_target_total:77.334|staff_forecast:47.244|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0143,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 63.899,
        "role": "inventory",
        "round": 159,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.244,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs159:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs159:Scheduler:signal",
          "evidence": "Round 159: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs159:Scheduler:state",
          "evidence": "Round 159: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:53.027|served:53.027|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs159:Scheduler:act",
          "evidence": "Round 159: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs159:Scheduler:clear",
          "evidence": "Round 159: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs159:Scheduler:inventory_guard",
          "evidence": "Round 159: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs159:Scheduler:staff_guard",
          "evidence": "Round 159: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs159:Scheduler:payoff",
          "evidence": "Round 159: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs159:Scheduler:learner",
          "evidence": "Round 159: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.126|reorder_target_total:77.334|staff_forecast:47.244|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0143,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 63.899,
        "role": "staffing",
        "round": 159,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.244,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs159:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs159:Clerk:signal",
          "evidence": "Round 159: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs159:Clerk:state",
          "evidence": "Round 159: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:53.027|served:53.027|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs159:Clerk:act",
          "evidence": "Round 159: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs159:Clerk:clear",
          "evidence": "Round 159: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs159:Clerk:inventory_guard",
          "evidence": "Round 159: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs159:Clerk:staff_guard",
          "evidence": "Round 159: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs159:Clerk:payoff",
          "evidence": "Round 159: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs159:Clerk:learner",
          "evidence": "Round 159: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.126|reorder_target_total:77.334|staff_forecast:47.244|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0143,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 63.899,
        "role": "checkout",
        "round": 159,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.244,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs159:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs159:Supervisor:signal",
          "evidence": "Round 159: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs159:Supervisor:state",
          "evidence": "Round 159: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:53.027|served:53.027|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs159:Supervisor:act",
          "evidence": "Round 159: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs159:Supervisor:clear",
          "evidence": "Round 159: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs159:Supervisor:inventory_guard",
          "evidence": "Round 159: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs159:Supervisor:staff_guard",
          "evidence": "Round 159: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs159:Supervisor:payoff",
          "evidence": "Round 159: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs159:Supervisor:learner",
          "evidence": "Round 159: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.03 customer-unit demand, served 53.03, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 63.90. The online learner now forecasts 47.13 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.126|reorder_target_total:77.334|staff_forecast:47.244|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0143,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 63.899,
        "role": "supervisor",
        "round": 159,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.244,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs160:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs160:Buyer:signal",
          "evidence": "Round 160: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs160:Buyer:state",
          "evidence": "Round 160: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:53.124|served:53.124|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs160:Buyer:act",
          "evidence": "Round 160: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs160:Buyer:clear",
          "evidence": "Round 160: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs160:Buyer:inventory_guard",
          "evidence": "Round 160: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs160:Buyer:staff_guard",
          "evidence": "Round 160: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs160:Buyer:payoff",
          "evidence": "Round 160: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs160:Buyer:learner",
          "evidence": "Round 160: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.566|reorder_target_total:77.326|staff_forecast:48.890|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0039,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.953,
        "role": "inventory",
        "round": 160,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.89,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs160:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs160:Scheduler:signal",
          "evidence": "Round 160: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs160:Scheduler:state",
          "evidence": "Round 160: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:53.124|served:53.124|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs160:Scheduler:act",
          "evidence": "Round 160: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs160:Scheduler:clear",
          "evidence": "Round 160: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs160:Scheduler:inventory_guard",
          "evidence": "Round 160: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs160:Scheduler:staff_guard",
          "evidence": "Round 160: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs160:Scheduler:payoff",
          "evidence": "Round 160: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs160:Scheduler:learner",
          "evidence": "Round 160: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.566|reorder_target_total:77.326|staff_forecast:48.890|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0039,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.953,
        "role": "staffing",
        "round": 160,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.89,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs160:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs160:Clerk:signal",
          "evidence": "Round 160: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs160:Clerk:state",
          "evidence": "Round 160: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:53.124|served:53.124|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs160:Clerk:act",
          "evidence": "Round 160: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs160:Clerk:clear",
          "evidence": "Round 160: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs160:Clerk:inventory_guard",
          "evidence": "Round 160: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs160:Clerk:staff_guard",
          "evidence": "Round 160: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs160:Clerk:payoff",
          "evidence": "Round 160: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs160:Clerk:learner",
          "evidence": "Round 160: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.566|reorder_target_total:77.326|staff_forecast:48.890|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0039,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.953,
        "role": "checkout",
        "round": 160,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.89,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs160:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs160:Supervisor:signal",
          "evidence": "Round 160: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs160:Supervisor:state",
          "evidence": "Round 160: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:53.124|served:53.124|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs160:Supervisor:act",
          "evidence": "Round 160: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs160:Supervisor:clear",
          "evidence": "Round 160: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs160:Supervisor:inventory_guard",
          "evidence": "Round 160: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs160:Supervisor:staff_guard",
          "evidence": "Round 160: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs160:Supervisor:payoff",
          "evidence": "Round 160: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs160:Supervisor:learner",
          "evidence": "Round 160: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 53.12 customer-unit demand, served 53.12, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 65.95. The online learner now forecasts 48.57 customer-units, targets 77.33 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.566|reorder_target_total:77.326|staff_forecast:48.890|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0039,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 65.953,
        "role": "supervisor",
        "round": 160,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.89,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs161:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs161:Buyer:signal",
          "evidence": "Round 161: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs161:Buyer:state",
          "evidence": "Round 161: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:43.774|served:43.774|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs161:Buyer:act",
          "evidence": "Round 161: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs161:Buyer:clear",
          "evidence": "Round 161: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs161:Buyer:inventory_guard",
          "evidence": "Round 161: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs161:Buyer:staff_guard",
          "evidence": "Round 161: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs161:Buyer:payoff",
          "evidence": "Round 161: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs161:Buyer:learner",
          "evidence": "Round 161: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.417|reorder_target_total:77.304|staff_forecast:47.458|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0033,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.7,
        "role": "inventory",
        "round": 161,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.458,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs161:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs161:Scheduler:signal",
          "evidence": "Round 161: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs161:Scheduler:state",
          "evidence": "Round 161: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:43.774|served:43.774|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs161:Scheduler:act",
          "evidence": "Round 161: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs161:Scheduler:clear",
          "evidence": "Round 161: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs161:Scheduler:inventory_guard",
          "evidence": "Round 161: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs161:Scheduler:staff_guard",
          "evidence": "Round 161: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs161:Scheduler:payoff",
          "evidence": "Round 161: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs161:Scheduler:learner",
          "evidence": "Round 161: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.417|reorder_target_total:77.304|staff_forecast:47.458|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0033,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.7,
        "role": "staffing",
        "round": 161,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.458,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs161:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs161:Clerk:signal",
          "evidence": "Round 161: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs161:Clerk:state",
          "evidence": "Round 161: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:43.774|served:43.774|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs161:Clerk:act",
          "evidence": "Round 161: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs161:Clerk:clear",
          "evidence": "Round 161: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs161:Clerk:inventory_guard",
          "evidence": "Round 161: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs161:Clerk:staff_guard",
          "evidence": "Round 161: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs161:Clerk:payoff",
          "evidence": "Round 161: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs161:Clerk:learner",
          "evidence": "Round 161: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.417|reorder_target_total:77.304|staff_forecast:47.458|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0033,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.7,
        "role": "checkout",
        "round": 161,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.458,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs161:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs161:Supervisor:signal",
          "evidence": "Round 161: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs161:Supervisor:state",
          "evidence": "Round 161: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:43.774|served:43.774|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs161:Supervisor:act",
          "evidence": "Round 161: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs161:Supervisor:clear",
          "evidence": "Round 161: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs161:Supervisor:inventory_guard",
          "evidence": "Round 161: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs161:Supervisor:staff_guard",
          "evidence": "Round 161: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs161:Supervisor:payoff",
          "evidence": "Round 161: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs161:Supervisor:learner",
          "evidence": "Round 161: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.77 customer-unit demand, served 43.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 24.70. The online learner now forecasts 47.42 customer-units, targets 77.30 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.417|reorder_target_total:77.304|staff_forecast:47.458|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0033,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 24.7,
        "role": "supervisor",
        "round": 161,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.458,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs162:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs162:Buyer:signal",
          "evidence": "Round 162: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs162:Buyer:state",
          "evidence": "Round 162: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:41.757|served:41.757|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs162:Buyer:act",
          "evidence": "Round 162: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs162:Buyer:clear",
          "evidence": "Round 162: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs162:Buyer:inventory_guard",
          "evidence": "Round 162: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs162:Buyer:staff_guard",
          "evidence": "Round 162: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs162:Buyer:payoff",
          "evidence": "Round 162: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs162:Buyer:learner",
          "evidence": "Round 162: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.059|reorder_target_total:77.268|staff_forecast:45.862|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0069,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.491,
        "role": "inventory",
        "round": 162,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.862,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs162:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs162:Scheduler:signal",
          "evidence": "Round 162: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs162:Scheduler:state",
          "evidence": "Round 162: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:41.757|served:41.757|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs162:Scheduler:act",
          "evidence": "Round 162: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs162:Scheduler:clear",
          "evidence": "Round 162: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs162:Scheduler:inventory_guard",
          "evidence": "Round 162: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs162:Scheduler:staff_guard",
          "evidence": "Round 162: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs162:Scheduler:payoff",
          "evidence": "Round 162: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs162:Scheduler:learner",
          "evidence": "Round 162: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.059|reorder_target_total:77.268|staff_forecast:45.862|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0069,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.491,
        "role": "staffing",
        "round": 162,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.862,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs162:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs162:Clerk:signal",
          "evidence": "Round 162: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs162:Clerk:state",
          "evidence": "Round 162: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:41.757|served:41.757|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs162:Clerk:act",
          "evidence": "Round 162: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs162:Clerk:clear",
          "evidence": "Round 162: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs162:Clerk:inventory_guard",
          "evidence": "Round 162: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs162:Clerk:staff_guard",
          "evidence": "Round 162: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs162:Clerk:payoff",
          "evidence": "Round 162: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs162:Clerk:learner",
          "evidence": "Round 162: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.059|reorder_target_total:77.268|staff_forecast:45.862|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0069,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.491,
        "role": "checkout",
        "round": 162,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.862,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs162:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs162:Supervisor:signal",
          "evidence": "Round 162: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs162:Supervisor:state",
          "evidence": "Round 162: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:41.757|served:41.757|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs162:Supervisor:act",
          "evidence": "Round 162: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs162:Supervisor:clear",
          "evidence": "Round 162: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs162:Supervisor:inventory_guard",
          "evidence": "Round 162: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs162:Supervisor:staff_guard",
          "evidence": "Round 162: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs162:Supervisor:payoff",
          "evidence": "Round 162: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs162:Supervisor:learner",
          "evidence": "Round 162: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 41.76 customer-unit demand, served 41.76, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 18.49. The online learner now forecasts 46.06 customer-units, targets 77.27 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.059|reorder_target_total:77.268|staff_forecast:45.862|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0069,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 18.491,
        "role": "supervisor",
        "round": 162,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.862,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs163:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs163:Buyer:signal",
          "evidence": "Round 163: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs163:Buyer:state",
          "evidence": "Round 163: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:40.576|served:40.576|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs163:Buyer:act",
          "evidence": "Round 163: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs163:Buyer:clear",
          "evidence": "Round 163: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs163:Buyer:inventory_guard",
          "evidence": "Round 163: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs163:Buyer:staff_guard",
          "evidence": "Round 163: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs163:Buyer:payoff",
          "evidence": "Round 163: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs163:Buyer:learner",
          "evidence": "Round 163: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.744|reorder_target_total:77.221|staff_forecast:44.382|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0115,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.988,
        "role": "inventory",
        "round": 163,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.382,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs163:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs163:Scheduler:signal",
          "evidence": "Round 163: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs163:Scheduler:state",
          "evidence": "Round 163: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:40.576|served:40.576|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs163:Scheduler:act",
          "evidence": "Round 163: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs163:Scheduler:clear",
          "evidence": "Round 163: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs163:Scheduler:inventory_guard",
          "evidence": "Round 163: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs163:Scheduler:staff_guard",
          "evidence": "Round 163: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs163:Scheduler:payoff",
          "evidence": "Round 163: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs163:Scheduler:learner",
          "evidence": "Round 163: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.744|reorder_target_total:77.221|staff_forecast:44.382|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0115,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.988,
        "role": "staffing",
        "round": 163,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.382,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs163:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs163:Clerk:signal",
          "evidence": "Round 163: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs163:Clerk:state",
          "evidence": "Round 163: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:40.576|served:40.576|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs163:Clerk:act",
          "evidence": "Round 163: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs163:Clerk:clear",
          "evidence": "Round 163: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs163:Clerk:inventory_guard",
          "evidence": "Round 163: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs163:Clerk:staff_guard",
          "evidence": "Round 163: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs163:Clerk:payoff",
          "evidence": "Round 163: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs163:Clerk:learner",
          "evidence": "Round 163: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.744|reorder_target_total:77.221|staff_forecast:44.382|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0115,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.988,
        "role": "checkout",
        "round": 163,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.382,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs163:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs163:Supervisor:signal",
          "evidence": "Round 163: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs163:Supervisor:state",
          "evidence": "Round 163: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:40.576|served:40.576|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs163:Supervisor:act",
          "evidence": "Round 163: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs163:Supervisor:clear",
          "evidence": "Round 163: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs163:Supervisor:inventory_guard",
          "evidence": "Round 163: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs163:Supervisor:staff_guard",
          "evidence": "Round 163: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs163:Supervisor:payoff",
          "evidence": "Round 163: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs163:Supervisor:learner",
          "evidence": "Round 163: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.58 customer-unit demand, served 40.58, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 13.99. The online learner now forecasts 44.74 customer-units, targets 77.22 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:44.744|reorder_target_total:77.221|staff_forecast:44.382|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0115,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 13.988,
        "role": "supervisor",
        "round": 163,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.382,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs164:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs164:Buyer:signal",
          "evidence": "Round 164: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs164:Buyer:state",
          "evidence": "Round 164: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:47.746|served:47.746|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs164:Buyer:act",
          "evidence": "Round 164: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs164:Buyer:clear",
          "evidence": "Round 164: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs164:Buyer:inventory_guard",
          "evidence": "Round 164: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs164:Buyer:staff_guard",
          "evidence": "Round 164: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs164:Buyer:payoff",
          "evidence": "Round 164: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs164:Buyer:learner",
          "evidence": "Round 164: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.465|reorder_target_total:77.184|staff_forecast:45.324|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.014,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 42.467,
        "role": "inventory",
        "round": 164,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.324,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs164:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs164:Scheduler:signal",
          "evidence": "Round 164: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs164:Scheduler:state",
          "evidence": "Round 164: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:47.746|served:47.746|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs164:Scheduler:act",
          "evidence": "Round 164: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs164:Scheduler:clear",
          "evidence": "Round 164: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs164:Scheduler:inventory_guard",
          "evidence": "Round 164: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs164:Scheduler:staff_guard",
          "evidence": "Round 164: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs164:Scheduler:payoff",
          "evidence": "Round 164: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs164:Scheduler:learner",
          "evidence": "Round 164: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.465|reorder_target_total:77.184|staff_forecast:45.324|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.014,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 42.467,
        "role": "staffing",
        "round": 164,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.324,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs164:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs164:Clerk:signal",
          "evidence": "Round 164: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs164:Clerk:state",
          "evidence": "Round 164: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:47.746|served:47.746|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs164:Clerk:act",
          "evidence": "Round 164: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs164:Clerk:clear",
          "evidence": "Round 164: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs164:Clerk:inventory_guard",
          "evidence": "Round 164: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs164:Clerk:staff_guard",
          "evidence": "Round 164: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs164:Clerk:payoff",
          "evidence": "Round 164: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs164:Clerk:learner",
          "evidence": "Round 164: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.465|reorder_target_total:77.184|staff_forecast:45.324|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.014,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 42.467,
        "role": "checkout",
        "round": 164,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.324,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs164:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs164:Supervisor:signal",
          "evidence": "Round 164: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs164:Supervisor:state",
          "evidence": "Round 164: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:47.746|served:47.746|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs164:Supervisor:act",
          "evidence": "Round 164: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs164:Supervisor:clear",
          "evidence": "Round 164: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs164:Supervisor:inventory_guard",
          "evidence": "Round 164: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs164:Supervisor:staff_guard",
          "evidence": "Round 164: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs164:Supervisor:payoff",
          "evidence": "Round 164: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs164:Supervisor:learner",
          "evidence": "Round 164: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 47.75 customer-unit demand, served 47.75, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 42.47. The online learner now forecasts 45.46 customer-units, targets 77.18 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.465|reorder_target_total:77.184|staff_forecast:45.324|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.014,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 42.467,
        "role": "supervisor",
        "round": 164,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.324,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs165:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs165:Buyer:signal",
          "evidence": "Round 165: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs165:Buyer:state",
          "evidence": "Round 165: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:45.001|served:45.001|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs165:Buyer:act",
          "evidence": "Round 165: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs165:Buyer:clear",
          "evidence": "Round 165: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs165:Buyer:inventory_guard",
          "evidence": "Round 165: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs165:Buyer:staff_guard",
          "evidence": "Round 165: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs165:Buyer:payoff",
          "evidence": "Round 165: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs165:Buyer:learner",
          "evidence": "Round 165: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.355|reorder_target_total:77.148|staff_forecast:45.234|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0158,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.307,
        "role": "inventory",
        "round": 165,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.234,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs165:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs165:Scheduler:signal",
          "evidence": "Round 165: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs165:Scheduler:state",
          "evidence": "Round 165: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:45.001|served:45.001|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs165:Scheduler:act",
          "evidence": "Round 165: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs165:Scheduler:clear",
          "evidence": "Round 165: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs165:Scheduler:inventory_guard",
          "evidence": "Round 165: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs165:Scheduler:staff_guard",
          "evidence": "Round 165: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs165:Scheduler:payoff",
          "evidence": "Round 165: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs165:Scheduler:learner",
          "evidence": "Round 165: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.355|reorder_target_total:77.148|staff_forecast:45.234|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0158,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.307,
        "role": "staffing",
        "round": 165,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.234,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs165:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs165:Clerk:signal",
          "evidence": "Round 165: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs165:Clerk:state",
          "evidence": "Round 165: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:45.001|served:45.001|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs165:Clerk:act",
          "evidence": "Round 165: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs165:Clerk:clear",
          "evidence": "Round 165: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs165:Clerk:inventory_guard",
          "evidence": "Round 165: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs165:Clerk:staff_guard",
          "evidence": "Round 165: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs165:Clerk:payoff",
          "evidence": "Round 165: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs165:Clerk:learner",
          "evidence": "Round 165: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.355|reorder_target_total:77.148|staff_forecast:45.234|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0158,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.307,
        "role": "checkout",
        "round": 165,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.234,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs165:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs165:Supervisor:signal",
          "evidence": "Round 165: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs165:Supervisor:state",
          "evidence": "Round 165: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:45.001|served:45.001|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs165:Supervisor:act",
          "evidence": "Round 165: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs165:Supervisor:clear",
          "evidence": "Round 165: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs165:Supervisor:inventory_guard",
          "evidence": "Round 165: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs165:Supervisor:staff_guard",
          "evidence": "Round 165: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs165:Supervisor:payoff",
          "evidence": "Round 165: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs165:Supervisor:learner",
          "evidence": "Round 165: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 45.00 customer-unit demand, served 45.00, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 33.31. The online learner now forecasts 45.36 customer-units, targets 77.15 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.355|reorder_target_total:77.148|staff_forecast:45.234|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0158,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 33.307,
        "role": "supervisor",
        "round": 165,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 45.234,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs166:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs166:Buyer:signal",
          "evidence": "Round 166: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs166:Buyer:state",
          "evidence": "Round 166: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.549|served:52.549|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs166:Buyer:act",
          "evidence": "Round 166: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs166:Buyer:clear",
          "evidence": "Round 166: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs166:Buyer:inventory_guard",
          "evidence": "Round 166: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs166:Buyer:staff_guard",
          "evidence": "Round 166: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs166:Buyer:payoff",
          "evidence": "Round 166: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs166:Buyer:learner",
          "evidence": "Round 166: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.082|reorder_target_total:77.129|staff_forecast:47.282|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0105,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 61.084,
        "role": "inventory",
        "round": 166,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.282,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs166:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs166:Scheduler:signal",
          "evidence": "Round 166: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs166:Scheduler:state",
          "evidence": "Round 166: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.549|served:52.549|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs166:Scheduler:act",
          "evidence": "Round 166: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs166:Scheduler:clear",
          "evidence": "Round 166: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs166:Scheduler:inventory_guard",
          "evidence": "Round 166: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs166:Scheduler:staff_guard",
          "evidence": "Round 166: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs166:Scheduler:payoff",
          "evidence": "Round 166: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs166:Scheduler:learner",
          "evidence": "Round 166: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.082|reorder_target_total:77.129|staff_forecast:47.282|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0105,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 61.084,
        "role": "staffing",
        "round": 166,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.282,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs166:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs166:Clerk:signal",
          "evidence": "Round 166: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs166:Clerk:state",
          "evidence": "Round 166: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.549|served:52.549|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs166:Clerk:act",
          "evidence": "Round 166: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs166:Clerk:clear",
          "evidence": "Round 166: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs166:Clerk:inventory_guard",
          "evidence": "Round 166: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs166:Clerk:staff_guard",
          "evidence": "Round 166: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs166:Clerk:payoff",
          "evidence": "Round 166: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs166:Clerk:learner",
          "evidence": "Round 166: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.082|reorder_target_total:77.129|staff_forecast:47.282|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0105,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 61.084,
        "role": "checkout",
        "round": 166,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.282,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs166:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs166:Supervisor:signal",
          "evidence": "Round 166: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs166:Supervisor:state",
          "evidence": "Round 166: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:52.549|served:52.549|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs166:Supervisor:act",
          "evidence": "Round 166: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs166:Supervisor:clear",
          "evidence": "Round 166: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs166:Supervisor:inventory_guard",
          "evidence": "Round 166: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs166:Supervisor:staff_guard",
          "evidence": "Round 166: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs166:Supervisor:payoff",
          "evidence": "Round 166: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs166:Supervisor:learner",
          "evidence": "Round 166: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.55 customer-unit demand, served 52.55, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 61.08. The online learner now forecasts 47.08 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.082|reorder_target_total:77.129|staff_forecast:47.282|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0105,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 61.084,
        "role": "supervisor",
        "round": 166,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.282,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs167:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs167:Buyer:signal",
          "evidence": "Round 167: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs167:Buyer:state",
          "evidence": "Round 167: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:54.954|served:54.954|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs167:Buyer:act",
          "evidence": "Round 167: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs167:Buyer:clear",
          "evidence": "Round 167: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs167:Buyer:inventory_guard",
          "evidence": "Round 167: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs167:Buyer:staff_guard",
          "evidence": "Round 167: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs167:Buyer:payoff",
          "evidence": "Round 167: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs167:Buyer:learner",
          "evidence": "Round 167: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.971|reorder_target_total:77.129|staff_forecast:49.430|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0045,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.877,
        "role": "inventory",
        "round": 167,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.43,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs167:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs167:Scheduler:signal",
          "evidence": "Round 167: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs167:Scheduler:state",
          "evidence": "Round 167: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:54.954|served:54.954|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs167:Scheduler:act",
          "evidence": "Round 167: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs167:Scheduler:clear",
          "evidence": "Round 167: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs167:Scheduler:inventory_guard",
          "evidence": "Round 167: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs167:Scheduler:staff_guard",
          "evidence": "Round 167: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs167:Scheduler:payoff",
          "evidence": "Round 167: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs167:Scheduler:learner",
          "evidence": "Round 167: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.971|reorder_target_total:77.129|staff_forecast:49.430|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0045,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.877,
        "role": "staffing",
        "round": 167,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.43,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs167:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs167:Clerk:signal",
          "evidence": "Round 167: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs167:Clerk:state",
          "evidence": "Round 167: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:54.954|served:54.954|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs167:Clerk:act",
          "evidence": "Round 167: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs167:Clerk:clear",
          "evidence": "Round 167: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs167:Clerk:inventory_guard",
          "evidence": "Round 167: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs167:Clerk:staff_guard",
          "evidence": "Round 167: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs167:Clerk:payoff",
          "evidence": "Round 167: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs167:Clerk:learner",
          "evidence": "Round 167: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.971|reorder_target_total:77.129|staff_forecast:49.430|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0045,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.877,
        "role": "checkout",
        "round": 167,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.43,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs167:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs167:Supervisor:signal",
          "evidence": "Round 167: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs167:Supervisor:state",
          "evidence": "Round 167: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:54.954|served:54.954|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs167:Supervisor:act",
          "evidence": "Round 167: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs167:Supervisor:clear",
          "evidence": "Round 167: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs167:Supervisor:inventory_guard",
          "evidence": "Round 167: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs167:Supervisor:staff_guard",
          "evidence": "Round 167: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs167:Supervisor:payoff",
          "evidence": "Round 167: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs167:Supervisor:learner",
          "evidence": "Round 167: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 54.95 customer-unit demand, served 54.95, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.00, and earned profit 73.88. The online learner now forecasts 48.97 customer-units, targets 77.13 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.971|reorder_target_total:77.129|staff_forecast:49.430|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0045,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 73.877,
        "role": "supervisor",
        "round": 167,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 49.43,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs168:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs168:Buyer:signal",
          "evidence": "Round 168: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs168:Buyer:state",
          "evidence": "Round 168: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:46.771|served:46.771|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs168:Buyer:act",
          "evidence": "Round 168: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs168:Buyer:clear",
          "evidence": "Round 168: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs168:Buyer:inventory_guard",
          "evidence": "Round 168: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs168:Buyer:staff_guard",
          "evidence": "Round 168: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs168:Buyer:payoff",
          "evidence": "Round 168: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs168:Buyer:learner",
          "evidence": "Round 168: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.443|reorder_target_total:77.123|staff_forecast:48.685|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0004,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.505,
        "role": "inventory",
        "round": 168,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.685,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs168:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs168:Scheduler:signal",
          "evidence": "Round 168: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs168:Scheduler:state",
          "evidence": "Round 168: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:46.771|served:46.771|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs168:Scheduler:act",
          "evidence": "Round 168: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs168:Scheduler:clear",
          "evidence": "Round 168: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs168:Scheduler:inventory_guard",
          "evidence": "Round 168: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs168:Scheduler:staff_guard",
          "evidence": "Round 168: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs168:Scheduler:payoff",
          "evidence": "Round 168: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs168:Scheduler:learner",
          "evidence": "Round 168: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.443|reorder_target_total:77.123|staff_forecast:48.685|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0004,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.505,
        "role": "staffing",
        "round": 168,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.685,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs168:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs168:Clerk:signal",
          "evidence": "Round 168: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs168:Clerk:state",
          "evidence": "Round 168: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:46.771|served:46.771|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs168:Clerk:act",
          "evidence": "Round 168: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs168:Clerk:clear",
          "evidence": "Round 168: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs168:Clerk:inventory_guard",
          "evidence": "Round 168: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs168:Clerk:staff_guard",
          "evidence": "Round 168: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs168:Clerk:payoff",
          "evidence": "Round 168: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs168:Clerk:learner",
          "evidence": "Round 168: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.443|reorder_target_total:77.123|staff_forecast:48.685|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0004,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.505,
        "role": "checkout",
        "round": 168,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.685,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs168:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs168:Supervisor:signal",
          "evidence": "Round 168: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs168:Supervisor:state",
          "evidence": "Round 168: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:46.771|served:46.771|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs168:Supervisor:act",
          "evidence": "Round 168: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs168:Supervisor:clear",
          "evidence": "Round 168: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs168:Supervisor:inventory_guard",
          "evidence": "Round 168: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs168:Supervisor:staff_guard",
          "evidence": "Round 168: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs168:Supervisor:payoff",
          "evidence": "Round 168: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs168:Supervisor:learner",
          "evidence": "Round 168: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.77 customer-unit demand, served 46.77, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 38.51. The online learner now forecasts 48.44 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.443|reorder_target_total:77.123|staff_forecast:48.685|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0004,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 38.505,
        "role": "supervisor",
        "round": 168,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.685,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs169:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs169:Buyer:signal",
          "evidence": "Round 169: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:candle|staff_gap:low|candle_share:low",
          "observation": "stockout:candle|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs169:Buyer:state",
          "evidence": "Round 169: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:49.347|served:49.283|stockout:candle",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs169:Buyer:act",
          "evidence": "Round 169: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs169:Buyer:clear",
          "evidence": "Round 169: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "candle",
          "observation": "residual:low|lost:low|stockout:candle",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs169:Buyer:inventory_guard",
          "evidence": "Round 169: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs169:Buyer:staff_guard",
          "evidence": "Round 169: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs169:Buyer:payoff",
          "evidence": "Round 169: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs169:Buyer:learner",
          "evidence": "Round 169: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.659|reorder_target_total:77.122|staff_forecast:48.870|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0,
        "format": "retail_store_reports",
        "market_residual": 0.2,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.784,
        "role": "inventory",
        "round": 169,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.87,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs169:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs169:Scheduler:signal",
          "evidence": "Round 169: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:candle|staff_gap:low|candle_share:low",
          "observation": "stockout:candle|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs169:Scheduler:state",
          "evidence": "Round 169: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:49.347|served:49.283|stockout:candle",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs169:Scheduler:act",
          "evidence": "Round 169: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs169:Scheduler:clear",
          "evidence": "Round 169: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "candle",
          "observation": "residual:low|lost:low|stockout:candle",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs169:Scheduler:inventory_guard",
          "evidence": "Round 169: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs169:Scheduler:staff_guard",
          "evidence": "Round 169: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs169:Scheduler:payoff",
          "evidence": "Round 169: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs169:Scheduler:learner",
          "evidence": "Round 169: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.659|reorder_target_total:77.122|staff_forecast:48.870|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0,
        "format": "retail_store_reports",
        "market_residual": 0.2,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.784,
        "role": "staffing",
        "round": 169,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.87,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs169:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs169:Clerk:signal",
          "evidence": "Round 169: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:candle|staff_gap:low|candle_share:low",
          "observation": "stockout:candle|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs169:Clerk:state",
          "evidence": "Round 169: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:49.347|served:49.283|stockout:candle",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs169:Clerk:act",
          "evidence": "Round 169: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs169:Clerk:clear",
          "evidence": "Round 169: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "candle",
          "observation": "residual:low|lost:low|stockout:candle",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs169:Clerk:inventory_guard",
          "evidence": "Round 169: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs169:Clerk:staff_guard",
          "evidence": "Round 169: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs169:Clerk:payoff",
          "evidence": "Round 169: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs169:Clerk:learner",
          "evidence": "Round 169: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.659|reorder_target_total:77.122|staff_forecast:48.870|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0,
        "format": "retail_store_reports",
        "market_residual": 0.2,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.784,
        "role": "checkout",
        "round": 169,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.87,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs169:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs169:Supervisor:signal",
          "evidence": "Round 169: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:candle|staff_gap:low|candle_share:low",
          "observation": "stockout:candle|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs169:Supervisor:state",
          "evidence": "Round 169: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:49.347|served:49.283|stockout:candle",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs169:Supervisor:act",
          "evidence": "Round 169: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs169:Supervisor:clear",
          "evidence": "Round 169: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "candle",
          "observation": "residual:low|lost:low|stockout:candle",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs169:Supervisor:inventory_guard",
          "evidence": "Round 169: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs169:Supervisor:staff_guard",
          "evidence": "Round 169: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs169:Supervisor:payoff",
          "evidence": "Round 169: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs169:Supervisor:learner",
          "evidence": "Round 169: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 49.35 customer-unit demand, served 49.28, lost 0.06, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 43.78. The online learner now forecasts 48.66 customer-units, targets 77.12 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.659|reorder_target_total:77.122|staff_forecast:48.870|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0,
        "format": "retail_store_reports",
        "market_residual": 0.2,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 43.784,
        "role": "supervisor",
        "round": 169,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.87,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs170:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs170:Buyer:signal",
          "evidence": "Round 170: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs170:Buyer:state",
          "evidence": "Round 170: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:44.919|served:44.919|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs170:Buyer:act",
          "evidence": "Round 170: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs170:Buyer:clear",
          "evidence": "Round 170: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs170:Buyer:inventory_guard",
          "evidence": "Round 170: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs170:Buyer:staff_guard",
          "evidence": "Round 170: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs170:Buyer:payoff",
          "evidence": "Round 170: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs170:Buyer:learner",
          "evidence": "Round 170: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.762|reorder_target_total:77.023|staff_forecast:47.764|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0653,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.74,
        "role": "inventory",
        "round": 170,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.764,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs170:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs170:Scheduler:signal",
          "evidence": "Round 170: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs170:Scheduler:state",
          "evidence": "Round 170: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:44.919|served:44.919|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs170:Scheduler:act",
          "evidence": "Round 170: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs170:Scheduler:clear",
          "evidence": "Round 170: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs170:Scheduler:inventory_guard",
          "evidence": "Round 170: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs170:Scheduler:staff_guard",
          "evidence": "Round 170: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs170:Scheduler:payoff",
          "evidence": "Round 170: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs170:Scheduler:learner",
          "evidence": "Round 170: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.762|reorder_target_total:77.023|staff_forecast:47.764|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0653,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.74,
        "role": "staffing",
        "round": 170,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.764,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs170:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs170:Clerk:signal",
          "evidence": "Round 170: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs170:Clerk:state",
          "evidence": "Round 170: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:44.919|served:44.919|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs170:Clerk:act",
          "evidence": "Round 170: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs170:Clerk:clear",
          "evidence": "Round 170: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs170:Clerk:inventory_guard",
          "evidence": "Round 170: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs170:Clerk:staff_guard",
          "evidence": "Round 170: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs170:Clerk:payoff",
          "evidence": "Round 170: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs170:Clerk:learner",
          "evidence": "Round 170: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.762|reorder_target_total:77.023|staff_forecast:47.764|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0653,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.74,
        "role": "checkout",
        "round": 170,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.764,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs170:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs170:Supervisor:signal",
          "evidence": "Round 170: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs170:Supervisor:state",
          "evidence": "Round 170: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:44.919|served:44.919|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs170:Supervisor:act",
          "evidence": "Round 170: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs170:Supervisor:clear",
          "evidence": "Round 170: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs170:Supervisor:inventory_guard",
          "evidence": "Round 170: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs170:Supervisor:staff_guard",
          "evidence": "Round 170: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs170:Supervisor:payoff",
          "evidence": "Round 170: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs170:Supervisor:learner",
          "evidence": "Round 170: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 44.92 customer-unit demand, served 44.92, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 31.74. The online learner now forecasts 47.76 customer-units, targets 77.02 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.762|reorder_target_total:77.023|staff_forecast:47.764|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0653,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 31.74,
        "role": "supervisor",
        "round": 170,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.764,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs171:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs171:Buyer:signal",
          "evidence": "Round 171: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs171:Buyer:state",
          "evidence": "Round 171: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:43.943|served:43.943|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs171:Buyer:act",
          "evidence": "Round 171: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs171:Buyer:clear",
          "evidence": "Round 171: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs171:Buyer:inventory_guard",
          "evidence": "Round 171: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs171:Buyer:staff_guard",
          "evidence": "Round 171: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs171:Buyer:payoff",
          "evidence": "Round 171: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs171:Buyer:learner",
          "evidence": "Round 171: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.846|reorder_target_total:76.967|staff_forecast:46.694|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0434,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.524,
        "role": "inventory",
        "round": 171,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.694,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs171:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs171:Scheduler:signal",
          "evidence": "Round 171: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs171:Scheduler:state",
          "evidence": "Round 171: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:43.943|served:43.943|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs171:Scheduler:act",
          "evidence": "Round 171: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs171:Scheduler:clear",
          "evidence": "Round 171: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs171:Scheduler:inventory_guard",
          "evidence": "Round 171: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs171:Scheduler:staff_guard",
          "evidence": "Round 171: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs171:Scheduler:payoff",
          "evidence": "Round 171: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs171:Scheduler:learner",
          "evidence": "Round 171: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.846|reorder_target_total:76.967|staff_forecast:46.694|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0434,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.524,
        "role": "staffing",
        "round": 171,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.694,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs171:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs171:Clerk:signal",
          "evidence": "Round 171: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs171:Clerk:state",
          "evidence": "Round 171: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:43.943|served:43.943|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs171:Clerk:act",
          "evidence": "Round 171: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs171:Clerk:clear",
          "evidence": "Round 171: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs171:Clerk:inventory_guard",
          "evidence": "Round 171: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs171:Clerk:staff_guard",
          "evidence": "Round 171: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs171:Clerk:payoff",
          "evidence": "Round 171: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs171:Clerk:learner",
          "evidence": "Round 171: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.846|reorder_target_total:76.967|staff_forecast:46.694|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0434,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.524,
        "role": "checkout",
        "round": 171,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.694,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs171:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs171:Supervisor:signal",
          "evidence": "Round 171: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs171:Supervisor:state",
          "evidence": "Round 171: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:43.943|served:43.943|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs171:Supervisor:act",
          "evidence": "Round 171: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs171:Supervisor:clear",
          "evidence": "Round 171: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs171:Supervisor:inventory_guard",
          "evidence": "Round 171: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs171:Supervisor:staff_guard",
          "evidence": "Round 171: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs171:Supervisor:payoff",
          "evidence": "Round 171: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs171:Supervisor:learner",
          "evidence": "Round 171: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.94 customer-unit demand, served 43.94, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.04, and earned profit 30.52. The online learner now forecasts 46.85 customer-units, targets 76.97 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.846|reorder_target_total:76.967|staff_forecast:46.694|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0434,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 30.524,
        "role": "supervisor",
        "round": 171,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.694,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs172:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs172:Buyer:signal",
          "evidence": "Round 172: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs172:Buyer:state",
          "evidence": "Round 172: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:40.132|served:40.132|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs172:Buyer:act",
          "evidence": "Round 172: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs172:Buyer:clear",
          "evidence": "Round 172: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs172:Buyer:inventory_guard",
          "evidence": "Round 172: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs172:Buyer:staff_guard",
          "evidence": "Round 172: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs172:Buyer:payoff",
          "evidence": "Round 172: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs172:Buyer:learner",
          "evidence": "Round 172: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.235|reorder_target_total:76.921|staff_forecast:44.857|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0186,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.32,
        "role": "inventory",
        "round": 172,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.857,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs172:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs172:Scheduler:signal",
          "evidence": "Round 172: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs172:Scheduler:state",
          "evidence": "Round 172: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:40.132|served:40.132|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs172:Scheduler:act",
          "evidence": "Round 172: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs172:Scheduler:clear",
          "evidence": "Round 172: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs172:Scheduler:inventory_guard",
          "evidence": "Round 172: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs172:Scheduler:staff_guard",
          "evidence": "Round 172: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs172:Scheduler:payoff",
          "evidence": "Round 172: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs172:Scheduler:learner",
          "evidence": "Round 172: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.235|reorder_target_total:76.921|staff_forecast:44.857|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0186,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.32,
        "role": "staffing",
        "round": 172,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.857,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs172:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs172:Clerk:signal",
          "evidence": "Round 172: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs172:Clerk:state",
          "evidence": "Round 172: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:40.132|served:40.132|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs172:Clerk:act",
          "evidence": "Round 172: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs172:Clerk:clear",
          "evidence": "Round 172: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs172:Clerk:inventory_guard",
          "evidence": "Round 172: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs172:Clerk:staff_guard",
          "evidence": "Round 172: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs172:Clerk:payoff",
          "evidence": "Round 172: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs172:Clerk:learner",
          "evidence": "Round 172: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.235|reorder_target_total:76.921|staff_forecast:44.857|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0186,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.32,
        "role": "checkout",
        "round": 172,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.857,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs172:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs172:Supervisor:signal",
          "evidence": "Round 172: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs172:Supervisor:state",
          "evidence": "Round 172: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "guarded",
          "observation": "customers:40.132|served:40.132|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs172:Supervisor:act",
          "evidence": "Round 172: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs172:Supervisor:clear",
          "evidence": "Round 172: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs172:Supervisor:inventory_guard",
          "evidence": "Round 172: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs172:Supervisor:staff_guard",
          "evidence": "Round 172: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs172:Supervisor:payoff",
          "evidence": "Round 172: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs172:Supervisor:learner",
          "evidence": "Round 172: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.13 customer-unit demand, served 40.13, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 15.32. The online learner now forecasts 45.23 customer-units, targets 76.92 reorder units, and carries staffing buffer 0.03.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:45.235|reorder_target_total:76.921|staff_forecast:44.857|staff_buffer:0.025",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0186,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 15.32,
        "role": "supervisor",
        "round": 172,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 44.857,
        "staff_buffer": 0.025,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs173:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs173:Buyer:signal",
          "evidence": "Round 173: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs173:Buyer:state",
          "evidence": "Round 173: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:57.776|served:57.776|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs173:Buyer:act",
          "evidence": "Round 173: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs173:Buyer:clear",
          "evidence": "Round 173: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs173:Buyer:inventory_guard",
          "evidence": "Round 173: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs173:Buyer:staff_guard",
          "evidence": "Round 173: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs173:Buyer:payoff",
          "evidence": "Round 173: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs173:Buyer:learner",
          "evidence": "Round 173: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.246|reorder_target_total:76.915|staff_forecast:48.474|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0137,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.284,
        "role": "inventory",
        "round": 173,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.474,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs173:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs173:Scheduler:signal",
          "evidence": "Round 173: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs173:Scheduler:state",
          "evidence": "Round 173: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:57.776|served:57.776|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs173:Scheduler:act",
          "evidence": "Round 173: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs173:Scheduler:clear",
          "evidence": "Round 173: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs173:Scheduler:inventory_guard",
          "evidence": "Round 173: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs173:Scheduler:staff_guard",
          "evidence": "Round 173: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs173:Scheduler:payoff",
          "evidence": "Round 173: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs173:Scheduler:learner",
          "evidence": "Round 173: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.246|reorder_target_total:76.915|staff_forecast:48.474|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0137,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.284,
        "role": "staffing",
        "round": 173,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.474,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs173:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs173:Clerk:signal",
          "evidence": "Round 173: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs173:Clerk:state",
          "evidence": "Round 173: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:57.776|served:57.776|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs173:Clerk:act",
          "evidence": "Round 173: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs173:Clerk:clear",
          "evidence": "Round 173: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs173:Clerk:inventory_guard",
          "evidence": "Round 173: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs173:Clerk:staff_guard",
          "evidence": "Round 173: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs173:Clerk:payoff",
          "evidence": "Round 173: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs173:Clerk:learner",
          "evidence": "Round 173: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.246|reorder_target_total:76.915|staff_forecast:48.474|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0137,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.284,
        "role": "checkout",
        "round": 173,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.474,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs173:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs173:Supervisor:signal",
          "evidence": "Round 173: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs173:Supervisor:state",
          "evidence": "Round 173: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "guarded",
          "observation": "customers:57.776|served:57.776|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs173:Supervisor:act",
          "evidence": "Round 173: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs173:Supervisor:clear",
          "evidence": "Round 173: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs173:Supervisor:inventory_guard",
          "evidence": "Round 173: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs173:Supervisor:staff_guard",
          "evidence": "Round 173: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs173:Supervisor:payoff",
          "evidence": "Round 173: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs173:Supervisor:learner",
          "evidence": "Round 173: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 57.78 customer-unit demand, served 57.78, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 81.28. The online learner now forecasts 48.25 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.00.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.246|reorder_target_total:76.915|staff_forecast:48.474|staff_buffer:0.000",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0137,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 81.284,
        "role": "supervisor",
        "round": 173,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.474,
        "staff_buffer": 0.0,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs174:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs174:Buyer:signal",
          "evidence": "Round 174: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs174:Buyer:state",
          "evidence": "Round 174: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:55.414|served:55.414|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs174:Buyer:act",
          "evidence": "Round 174: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs174:Buyer:clear",
          "evidence": "Round 174: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs174:Buyer:inventory_guard",
          "evidence": "Round 174: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs174:Buyer:staff_guard",
          "evidence": "Round 174: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs174:Buyer:payoff",
          "evidence": "Round 174: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs174:Buyer:learner",
          "evidence": "Round 174: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.967|reorder_target_total:76.928|staff_forecast:50.417|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0066,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 69.374,
        "role": "inventory",
        "round": 174,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.417,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs174:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs174:Scheduler:signal",
          "evidence": "Round 174: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs174:Scheduler:state",
          "evidence": "Round 174: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:55.414|served:55.414|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs174:Scheduler:act",
          "evidence": "Round 174: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs174:Scheduler:clear",
          "evidence": "Round 174: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs174:Scheduler:inventory_guard",
          "evidence": "Round 174: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs174:Scheduler:staff_guard",
          "evidence": "Round 174: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs174:Scheduler:payoff",
          "evidence": "Round 174: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs174:Scheduler:learner",
          "evidence": "Round 174: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.967|reorder_target_total:76.928|staff_forecast:50.417|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0066,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 69.374,
        "role": "staffing",
        "round": 174,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.417,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs174:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs174:Clerk:signal",
          "evidence": "Round 174: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs174:Clerk:state",
          "evidence": "Round 174: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:55.414|served:55.414|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs174:Clerk:act",
          "evidence": "Round 174: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs174:Clerk:clear",
          "evidence": "Round 174: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs174:Clerk:inventory_guard",
          "evidence": "Round 174: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs174:Clerk:staff_guard",
          "evidence": "Round 174: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs174:Clerk:payoff",
          "evidence": "Round 174: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs174:Clerk:learner",
          "evidence": "Round 174: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.967|reorder_target_total:76.928|staff_forecast:50.417|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0066,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 69.374,
        "role": "checkout",
        "round": 174,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.417,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs174:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs174:Supervisor:signal",
          "evidence": "Round 174: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs174:Supervisor:state",
          "evidence": "Round 174: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:55.414|served:55.414|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs174:Supervisor:act",
          "evidence": "Round 174: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs174:Supervisor:clear",
          "evidence": "Round 174: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs174:Supervisor:inventory_guard",
          "evidence": "Round 174: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs174:Supervisor:staff_guard",
          "evidence": "Round 174: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:4|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs174:Supervisor:payoff",
          "evidence": "Round 174: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs174:Supervisor:learner",
          "evidence": "Round 174: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 55.41 customer-unit demand, served 55.41, lost 0.00, scheduled 4 staff against 4 needed, carried candle inventory share 0.01, and earned profit 69.37. The online learner now forecasts 49.97 customer-units, targets 76.93 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:49.967|reorder_target_total:76.928|staff_forecast:50.417|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0066,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 69.374,
        "role": "supervisor",
        "round": 174,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 50.417,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs175:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs175:Buyer:signal",
          "evidence": "Round 175: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs175:Buyer:state",
          "evidence": "Round 175: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:40.565|served:40.565|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs175:Buyer:act",
          "evidence": "Round 175: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs175:Buyer:clear",
          "evidence": "Round 175: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs175:Buyer:inventory_guard",
          "evidence": "Round 175: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs175:Buyer:staff_guard",
          "evidence": "Round 175: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs175:Buyer:payoff",
          "evidence": "Round 175: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs175:Buyer:learner",
          "evidence": "Round 175: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.710|reorder_target_total:76.909|staff_forecast:47.658|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0037,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 12.855,
        "role": "inventory",
        "round": 175,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.658,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs175:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs175:Scheduler:signal",
          "evidence": "Round 175: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs175:Scheduler:state",
          "evidence": "Round 175: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:40.565|served:40.565|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs175:Scheduler:act",
          "evidence": "Round 175: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs175:Scheduler:clear",
          "evidence": "Round 175: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs175:Scheduler:inventory_guard",
          "evidence": "Round 175: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs175:Scheduler:staff_guard",
          "evidence": "Round 175: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs175:Scheduler:payoff",
          "evidence": "Round 175: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs175:Scheduler:learner",
          "evidence": "Round 175: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.710|reorder_target_total:76.909|staff_forecast:47.658|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0037,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 12.855,
        "role": "staffing",
        "round": 175,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.658,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs175:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs175:Clerk:signal",
          "evidence": "Round 175: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs175:Clerk:state",
          "evidence": "Round 175: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:40.565|served:40.565|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs175:Clerk:act",
          "evidence": "Round 175: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs175:Clerk:clear",
          "evidence": "Round 175: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs175:Clerk:inventory_guard",
          "evidence": "Round 175: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs175:Clerk:staff_guard",
          "evidence": "Round 175: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs175:Clerk:payoff",
          "evidence": "Round 175: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs175:Clerk:learner",
          "evidence": "Round 175: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.710|reorder_target_total:76.909|staff_forecast:47.658|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0037,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 12.855,
        "role": "checkout",
        "round": 175,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.658,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs175:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs175:Supervisor:signal",
          "evidence": "Round 175: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs175:Supervisor:state",
          "evidence": "Round 175: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "guarded",
          "observation": "customers:40.565|served:40.565|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs175:Supervisor:act",
          "evidence": "Round 175: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs175:Supervisor:clear",
          "evidence": "Round 175: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs175:Supervisor:inventory_guard",
          "evidence": "Round 175: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs175:Supervisor:staff_guard",
          "evidence": "Round 175: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs175:Supervisor:payoff",
          "evidence": "Round 175: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs175:Supervisor:learner",
          "evidence": "Round 175: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 40.56 customer-unit demand, served 40.56, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 12.86. The online learner now forecasts 47.71 customer-units, targets 76.91 reorder units, and carries staffing buffer 0.25.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.710|reorder_target_total:76.909|staff_forecast:47.658|staff_buffer:0.250",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0037,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 12.855,
        "role": "supervisor",
        "round": 175,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.658,
        "staff_buffer": 0.25,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs176:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs176:Buyer:signal",
          "evidence": "Round 176: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs176:Buyer:state",
          "evidence": "Round 176: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:43.181|served:43.181|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs176:Buyer:act",
          "evidence": "Round 176: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs176:Buyer:clear",
          "evidence": "Round 176: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs176:Buyer:inventory_guard",
          "evidence": "Round 176: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs176:Buyer:staff_guard",
          "evidence": "Round 176: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs176:Buyer:payoff",
          "evidence": "Round 176: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs176:Buyer:learner",
          "evidence": "Round 176: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.622|reorder_target_total:76.882|staff_forecast:46.404|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.004,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.738,
        "role": "inventory",
        "round": 176,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.404,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs176:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs176:Scheduler:signal",
          "evidence": "Round 176: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs176:Scheduler:state",
          "evidence": "Round 176: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:43.181|served:43.181|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs176:Scheduler:act",
          "evidence": "Round 176: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs176:Scheduler:clear",
          "evidence": "Round 176: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs176:Scheduler:inventory_guard",
          "evidence": "Round 176: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs176:Scheduler:staff_guard",
          "evidence": "Round 176: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs176:Scheduler:payoff",
          "evidence": "Round 176: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs176:Scheduler:learner",
          "evidence": "Round 176: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.622|reorder_target_total:76.882|staff_forecast:46.404|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.004,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.738,
        "role": "staffing",
        "round": 176,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.404,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs176:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs176:Clerk:signal",
          "evidence": "Round 176: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs176:Clerk:state",
          "evidence": "Round 176: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:43.181|served:43.181|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs176:Clerk:act",
          "evidence": "Round 176: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs176:Clerk:clear",
          "evidence": "Round 176: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs176:Clerk:inventory_guard",
          "evidence": "Round 176: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs176:Clerk:staff_guard",
          "evidence": "Round 176: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs176:Clerk:payoff",
          "evidence": "Round 176: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs176:Clerk:learner",
          "evidence": "Round 176: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.622|reorder_target_total:76.882|staff_forecast:46.404|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.004,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.738,
        "role": "checkout",
        "round": 176,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.404,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs176:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs176:Supervisor:signal",
          "evidence": "Round 176: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs176:Supervisor:state",
          "evidence": "Round 176: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "guarded",
          "observation": "customers:43.181|served:43.181|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs176:Supervisor:act",
          "evidence": "Round 176: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs176:Supervisor:clear",
          "evidence": "Round 176: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs176:Supervisor:inventory_guard",
          "evidence": "Round 176: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs176:Supervisor:staff_guard",
          "evidence": "Round 176: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs176:Supervisor:payoff",
          "evidence": "Round 176: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs176:Supervisor:learner",
          "evidence": "Round 176: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 43.18 customer-unit demand, served 43.18, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 26.74. The online learner now forecasts 46.62 customer-units, targets 76.88 reorder units, and carries staffing buffer 0.23.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:46.622|reorder_target_total:76.882|staff_forecast:46.404|staff_buffer:0.225",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.004,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 26.738,
        "role": "supervisor",
        "round": 176,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 46.404,
        "staff_buffer": 0.225,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs177:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs177:Buyer:signal",
          "evidence": "Round 177: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs177:Buyer:state",
          "evidence": "Round 177: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:52.164|served:52.164|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs177:Buyer:act",
          "evidence": "Round 177: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs177:Buyer:clear",
          "evidence": "Round 177: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs177:Buyer:inventory_guard",
          "evidence": "Round 177: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs177:Buyer:staff_guard",
          "evidence": "Round 177: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs177:Buyer:payoff",
          "evidence": "Round 177: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs177:Buyer:learner",
          "evidence": "Round 177: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.952|reorder_target_total:76.874|staff_forecast:48.017|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0006,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 60.033,
        "role": "inventory",
        "round": 177,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.017,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs177:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs177:Scheduler:signal",
          "evidence": "Round 177: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs177:Scheduler:state",
          "evidence": "Round 177: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:52.164|served:52.164|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs177:Scheduler:act",
          "evidence": "Round 177: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs177:Scheduler:clear",
          "evidence": "Round 177: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs177:Scheduler:inventory_guard",
          "evidence": "Round 177: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs177:Scheduler:staff_guard",
          "evidence": "Round 177: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs177:Scheduler:payoff",
          "evidence": "Round 177: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs177:Scheduler:learner",
          "evidence": "Round 177: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.952|reorder_target_total:76.874|staff_forecast:48.017|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0006,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 60.033,
        "role": "staffing",
        "round": 177,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.017,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs177:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs177:Clerk:signal",
          "evidence": "Round 177: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs177:Clerk:state",
          "evidence": "Round 177: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:52.164|served:52.164|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs177:Clerk:act",
          "evidence": "Round 177: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs177:Clerk:clear",
          "evidence": "Round 177: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs177:Clerk:inventory_guard",
          "evidence": "Round 177: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs177:Clerk:staff_guard",
          "evidence": "Round 177: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs177:Clerk:payoff",
          "evidence": "Round 177: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs177:Clerk:learner",
          "evidence": "Round 177: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.952|reorder_target_total:76.874|staff_forecast:48.017|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0006,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 60.033,
        "role": "checkout",
        "round": 177,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.017,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs177:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs177:Supervisor:signal",
          "evidence": "Round 177: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs177:Supervisor:state",
          "evidence": "Round 177: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "guarded",
          "observation": "customers:52.164|served:52.164|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs177:Supervisor:act",
          "evidence": "Round 177: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs177:Supervisor:clear",
          "evidence": "Round 177: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs177:Supervisor:inventory_guard",
          "evidence": "Round 177: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs177:Supervisor:staff_guard",
          "evidence": "Round 177: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs177:Supervisor:payoff",
          "evidence": "Round 177: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs177:Supervisor:learner",
          "evidence": "Round 177: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 52.16 customer-unit demand, served 52.16, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 60.03. The online learner now forecasts 47.95 customer-units, targets 76.87 reorder units, and carries staffing buffer 0.20.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.952|reorder_target_total:76.874|staff_forecast:48.017|staff_buffer:0.200",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0006,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 60.033,
        "role": "supervisor",
        "round": 177,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.017,
        "staff_buffer": 0.2,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs178:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs178:Buyer:signal",
          "evidence": "Round 178: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:candle|staff_gap:low|candle_share:low",
          "observation": "stockout:candle|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs178:Buyer:state",
          "evidence": "Round 178: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:51.035|served:50.731|stockout:candle",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs178:Buyer:act",
          "evidence": "Round 178: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs178:Buyer:clear",
          "evidence": "Round 178: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "candle",
          "observation": "residual:low|lost:low|stockout:candle",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs178:Buyer:inventory_guard",
          "evidence": "Round 178: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs178:Buyer:staff_guard",
          "evidence": "Round 178: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs178:Buyer:payoff",
          "evidence": "Round 178: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs178:Buyer:learner",
          "evidence": "Round 178: inventory agent Buyer observed stockout:candle|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.692|reorder_target_total:76.886|staff_forecast:48.862|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0,
        "format": "retail_store_reports",
        "market_residual": 0.2,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.15,
        "role": "inventory",
        "round": 178,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.862,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs178:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs178:Scheduler:signal",
          "evidence": "Round 178: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:candle|staff_gap:low|candle_share:low",
          "observation": "stockout:candle|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs178:Scheduler:state",
          "evidence": "Round 178: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:51.035|served:50.731|stockout:candle",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs178:Scheduler:act",
          "evidence": "Round 178: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs178:Scheduler:clear",
          "evidence": "Round 178: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "candle",
          "observation": "residual:low|lost:low|stockout:candle",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs178:Scheduler:inventory_guard",
          "evidence": "Round 178: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs178:Scheduler:staff_guard",
          "evidence": "Round 178: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs178:Scheduler:payoff",
          "evidence": "Round 178: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs178:Scheduler:learner",
          "evidence": "Round 178: staffing agent Scheduler observed stockout:candle|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.692|reorder_target_total:76.886|staff_forecast:48.862|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0,
        "format": "retail_store_reports",
        "market_residual": 0.2,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.15,
        "role": "staffing",
        "round": 178,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.862,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs178:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs178:Clerk:signal",
          "evidence": "Round 178: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:candle|staff_gap:low|candle_share:low",
          "observation": "stockout:candle|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs178:Clerk:state",
          "evidence": "Round 178: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:51.035|served:50.731|stockout:candle",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs178:Clerk:act",
          "evidence": "Round 178: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs178:Clerk:clear",
          "evidence": "Round 178: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "candle",
          "observation": "residual:low|lost:low|stockout:candle",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs178:Clerk:inventory_guard",
          "evidence": "Round 178: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs178:Clerk:staff_guard",
          "evidence": "Round 178: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs178:Clerk:payoff",
          "evidence": "Round 178: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs178:Clerk:learner",
          "evidence": "Round 178: checkout agent Clerk observed stockout:candle|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.692|reorder_target_total:76.886|staff_forecast:48.862|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0,
        "format": "retail_store_reports",
        "market_residual": 0.2,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.15,
        "role": "checkout",
        "round": 178,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.862,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs178:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs178:Supervisor:signal",
          "evidence": "Round 178: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "stockout:candle|staff_gap:low|candle_share:low",
          "observation": "stockout:candle|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs178:Supervisor:state",
          "evidence": "Round 178: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "guarded",
          "observation": "customers:51.035|served:50.731|stockout:candle",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs178:Supervisor:act",
          "evidence": "Round 178: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs178:Supervisor:clear",
          "evidence": "Round 178: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "candle",
          "observation": "residual:low|lost:low|stockout:candle",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs178:Supervisor:inventory_guard",
          "evidence": "Round 178: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs178:Supervisor:staff_guard",
          "evidence": "Round 178: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs178:Supervisor:payoff",
          "evidence": "Round 178: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs178:Supervisor:learner",
          "evidence": "Round 178: supervisor agent Supervisor observed stockout:candle|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 51.03 customer-unit demand, served 50.73, lost 0.30, scheduled 4 staff against 3 needed, carried candle inventory share 0.00, and earned profit 52.15. The online learner now forecasts 48.69 customer-units, targets 76.89 reorder units, and carries staffing buffer 0.17.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.692|reorder_target_total:76.886|staff_forecast:48.862|staff_buffer:0.175",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0,
        "format": "retail_store_reports",
        "market_residual": 0.2,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 52.15,
        "role": "supervisor",
        "round": 178,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.862,
        "staff_buffer": 0.175,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs179:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs179:Buyer:signal",
          "evidence": "Round 179: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs179:Buyer:state",
          "evidence": "Round 179: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:45.345|served:45.345|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs179:Buyer:act",
          "evidence": "Round 179: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "restock:medium|candle_share:medium",
          "observation": "restock:medium|candle_share:medium",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs179:Buyer:clear",
          "evidence": "Round 179: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs179:Buyer:inventory_guard",
          "evidence": "Round 179: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs179:Buyer:staff_guard",
          "evidence": "Round 179: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs179:Buyer:payoff",
          "evidence": "Round 179: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs179:Buyer:learner",
          "evidence": "Round 179: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:medium and chose restock:medium|candle_share:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.889|reorder_target_total:76.784|staff_forecast:47.877|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:medium",
        "agent": "Buyer",
        "candle_share": 0.0695,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.925,
        "role": "inventory",
        "round": 179,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.877,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs179:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs179:Scheduler:signal",
          "evidence": "Round 179: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs179:Scheduler:state",
          "evidence": "Round 179: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:45.345|served:45.345|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs179:Scheduler:act",
          "evidence": "Round 179: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs179:Scheduler:clear",
          "evidence": "Round 179: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs179:Scheduler:inventory_guard",
          "evidence": "Round 179: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs179:Scheduler:staff_guard",
          "evidence": "Round 179: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs179:Scheduler:payoff",
          "evidence": "Round 179: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs179:Scheduler:learner",
          "evidence": "Round 179: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:medium and chose schedule:4|gap:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.889|reorder_target_total:76.784|staff_forecast:47.877|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0695,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.925,
        "role": "staffing",
        "round": 179,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.877,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs179:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs179:Clerk:signal",
          "evidence": "Round 179: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs179:Clerk:state",
          "evidence": "Round 179: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:45.345|served:45.345|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs179:Clerk:act",
          "evidence": "Round 179: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs179:Clerk:clear",
          "evidence": "Round 179: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs179:Clerk:inventory_guard",
          "evidence": "Round 179: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs179:Clerk:staff_guard",
          "evidence": "Round 179: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs179:Clerk:payoff",
          "evidence": "Round 179: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs179:Clerk:learner",
          "evidence": "Round 179: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:medium and chose serve:balanced|lost:low. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.889|reorder_target_total:76.784|staff_forecast:47.877|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0695,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.925,
        "role": "checkout",
        "round": 179,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.877,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs179:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs179:Supervisor:signal",
          "evidence": "Round 179: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "stockout:none|staff_gap:low|candle_share:medium",
          "observation": "stockout:none|staff_gap:low|candle_share:medium",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs179:Supervisor:state",
          "evidence": "Round 179: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "guarded",
          "observation": "customers:45.345|served:45.345|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs179:Supervisor:act",
          "evidence": "Round 179: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "clear:balanced|guard:medium",
          "observation": "clear:balanced|guard:medium",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs179:Supervisor:clear",
          "evidence": "Round 179: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs179:Supervisor:inventory_guard",
          "evidence": "Round 179: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:medium|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs179:Supervisor:staff_guard",
          "evidence": "Round 179: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs179:Supervisor:payoff",
          "evidence": "Round 179: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs179:Supervisor:learner",
          "evidence": "Round 179: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:medium and chose clear:balanced|guard:medium. The store saw 45.34 customer-unit demand, served 45.34, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.07, and earned profit 32.92. The online learner now forecasts 47.89 customer-units, targets 76.78 reorder units, and carries staffing buffer 0.15.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.889|reorder_target_total:76.784|staff_forecast:47.877|staff_buffer:0.150",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:medium",
        "agent": "Supervisor",
        "candle_share": 0.0695,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 32.925,
        "role": "supervisor",
        "round": 179,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.877,
        "staff_buffer": 0.15,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs180:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs180:Buyer:signal",
          "evidence": "Round 180: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs180:Buyer:state",
          "evidence": "Round 180: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:48.321|served:48.321|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs180:Buyer:act",
          "evidence": "Round 180: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs180:Buyer:clear",
          "evidence": "Round 180: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs180:Buyer:inventory_guard",
          "evidence": "Round 180: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs180:Buyer:staff_guard",
          "evidence": "Round 180: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs180:Buyer:payoff",
          "evidence": "Round 180: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs180:Buyer:learner",
          "evidence": "Round 180: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.992|reorder_target_total:76.748|staff_forecast:48.001|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0459,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.151,
        "role": "inventory",
        "round": 180,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.001,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs180:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs180:Scheduler:signal",
          "evidence": "Round 180: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs180:Scheduler:state",
          "evidence": "Round 180: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:48.321|served:48.321|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs180:Scheduler:act",
          "evidence": "Round 180: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs180:Scheduler:clear",
          "evidence": "Round 180: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs180:Scheduler:inventory_guard",
          "evidence": "Round 180: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs180:Scheduler:staff_guard",
          "evidence": "Round 180: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs180:Scheduler:payoff",
          "evidence": "Round 180: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs180:Scheduler:learner",
          "evidence": "Round 180: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.992|reorder_target_total:76.748|staff_forecast:48.001|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0459,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.151,
        "role": "staffing",
        "round": 180,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.001,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs180:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs180:Clerk:signal",
          "evidence": "Round 180: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs180:Clerk:state",
          "evidence": "Round 180: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:48.321|served:48.321|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs180:Clerk:act",
          "evidence": "Round 180: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs180:Clerk:clear",
          "evidence": "Round 180: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs180:Clerk:inventory_guard",
          "evidence": "Round 180: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs180:Clerk:staff_guard",
          "evidence": "Round 180: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs180:Clerk:payoff",
          "evidence": "Round 180: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs180:Clerk:learner",
          "evidence": "Round 180: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.992|reorder_target_total:76.748|staff_forecast:48.001|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0459,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.151,
        "role": "checkout",
        "round": 180,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.001,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs180:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs180:Supervisor:signal",
          "evidence": "Round 180: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs180:Supervisor:state",
          "evidence": "Round 180: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "guarded",
          "observation": "customers:48.321|served:48.321|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs180:Supervisor:act",
          "evidence": "Round 180: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs180:Supervisor:clear",
          "evidence": "Round 180: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs180:Supervisor:inventory_guard",
          "evidence": "Round 180: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs180:Supervisor:staff_guard",
          "evidence": "Round 180: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs180:Supervisor:payoff",
          "evidence": "Round 180: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs180:Supervisor:learner",
          "evidence": "Round 180: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 48.32 customer-unit demand, served 48.32, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.05, and earned profit 45.15. The online learner now forecasts 47.99 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.12.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.992|reorder_target_total:76.748|staff_forecast:48.001|staff_buffer:0.125",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0459,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 45.151,
        "role": "supervisor",
        "round": 180,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.001,
        "staff_buffer": 0.125,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs181:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs181:Buyer:signal",
          "evidence": "Round 181: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs181:Buyer:state",
          "evidence": "Round 181: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:50.231|served:50.231|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs181:Buyer:act",
          "evidence": "Round 181: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs181:Buyer:clear",
          "evidence": "Round 181: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs181:Buyer:inventory_guard",
          "evidence": "Round 181: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs181:Buyer:staff_guard",
          "evidence": "Round 181: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs181:Buyer:payoff",
          "evidence": "Round 181: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs181:Buyer:learner",
          "evidence": "Round 181: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.529|reorder_target_total:76.747|staff_forecast:48.625|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0217,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 54.121,
        "role": "inventory",
        "round": 181,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.625,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs181:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs181:Scheduler:signal",
          "evidence": "Round 181: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs181:Scheduler:state",
          "evidence": "Round 181: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:50.231|served:50.231|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs181:Scheduler:act",
          "evidence": "Round 181: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs181:Scheduler:clear",
          "evidence": "Round 181: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs181:Scheduler:inventory_guard",
          "evidence": "Round 181: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs181:Scheduler:staff_guard",
          "evidence": "Round 181: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs181:Scheduler:payoff",
          "evidence": "Round 181: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs181:Scheduler:learner",
          "evidence": "Round 181: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.529|reorder_target_total:76.747|staff_forecast:48.625|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0217,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 54.121,
        "role": "staffing",
        "round": 181,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.625,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs181:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs181:Clerk:signal",
          "evidence": "Round 181: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs181:Clerk:state",
          "evidence": "Round 181: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:50.231|served:50.231|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs181:Clerk:act",
          "evidence": "Round 181: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs181:Clerk:clear",
          "evidence": "Round 181: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs181:Clerk:inventory_guard",
          "evidence": "Round 181: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs181:Clerk:staff_guard",
          "evidence": "Round 181: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs181:Clerk:payoff",
          "evidence": "Round 181: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs181:Clerk:learner",
          "evidence": "Round 181: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.529|reorder_target_total:76.747|staff_forecast:48.625|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0217,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 54.121,
        "role": "checkout",
        "round": 181,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.625,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs181:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs181:Supervisor:signal",
          "evidence": "Round 181: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs181:Supervisor:state",
          "evidence": "Round 181: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "guarded",
          "observation": "customers:50.231|served:50.231|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs181:Supervisor:act",
          "evidence": "Round 181: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs181:Supervisor:clear",
          "evidence": "Round 181: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs181:Supervisor:inventory_guard",
          "evidence": "Round 181: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs181:Supervisor:staff_guard",
          "evidence": "Round 181: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs181:Supervisor:payoff",
          "evidence": "Round 181: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:medium|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs181:Supervisor:learner",
          "evidence": "Round 181: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 50.23 customer-unit demand, served 50.23, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.02, and earned profit 54.12. The online learner now forecasts 48.53 customer-units, targets 76.75 reorder units, and carries staffing buffer 0.10.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.529|reorder_target_total:76.747|staff_forecast:48.625|staff_buffer:0.100",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0217,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 54.121,
        "role": "supervisor",
        "round": 181,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.625,
        "staff_buffer": 0.1,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs182:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs182:Buyer:signal",
          "evidence": "Round 182: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs182:Buyer:state",
          "evidence": "Round 182: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:46.865|served:46.865|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs182:Buyer:act",
          "evidence": "Round 182: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs182:Buyer:clear",
          "evidence": "Round 182: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs182:Buyer:inventory_guard",
          "evidence": "Round 182: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs182:Buyer:staff_guard",
          "evidence": "Round 182: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs182:Buyer:payoff",
          "evidence": "Round 182: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs182:Buyer:learner",
          "evidence": "Round 182: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.129|reorder_target_total:76.743|staff_forecast:48.132|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.0137,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.345,
        "role": "inventory",
        "round": 182,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.132,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs182:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs182:Scheduler:signal",
          "evidence": "Round 182: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs182:Scheduler:state",
          "evidence": "Round 182: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:46.865|served:46.865|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs182:Scheduler:act",
          "evidence": "Round 182: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs182:Scheduler:clear",
          "evidence": "Round 182: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs182:Scheduler:inventory_guard",
          "evidence": "Round 182: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs182:Scheduler:staff_guard",
          "evidence": "Round 182: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs182:Scheduler:payoff",
          "evidence": "Round 182: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs182:Scheduler:learner",
          "evidence": "Round 182: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.129|reorder_target_total:76.743|staff_forecast:48.132|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.0137,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.345,
        "role": "staffing",
        "round": 182,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.132,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs182:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs182:Clerk:signal",
          "evidence": "Round 182: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs182:Clerk:state",
          "evidence": "Round 182: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:46.865|served:46.865|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs182:Clerk:act",
          "evidence": "Round 182: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs182:Clerk:clear",
          "evidence": "Round 182: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs182:Clerk:inventory_guard",
          "evidence": "Round 182: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs182:Clerk:staff_guard",
          "evidence": "Round 182: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs182:Clerk:payoff",
          "evidence": "Round 182: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs182:Clerk:learner",
          "evidence": "Round 182: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.129|reorder_target_total:76.743|staff_forecast:48.132|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.0137,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.345,
        "role": "checkout",
        "round": 182,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.132,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs182:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs182:Supervisor:signal",
          "evidence": "Round 182: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs182:Supervisor:state",
          "evidence": "Round 182: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "guarded",
          "observation": "customers:46.865|served:46.865|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs182:Supervisor:act",
          "evidence": "Round 182: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs182:Supervisor:clear",
          "evidence": "Round 182: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Supervisor"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs182:Supervisor:inventory_guard",
          "evidence": "Round 182: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs182:Supervisor:staff_guard",
          "evidence": "Round 182: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Supervisor"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:supervisor",
          "event_id": "rs182:Supervisor:payoff",
          "evidence": "Round 182: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Supervisor"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs182:Supervisor:learner",
          "evidence": "Round 182: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 46.87 customer-unit demand, served 46.87, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 39.34. The online learner now forecasts 48.13 customer-units, targets 76.74 reorder units, and carries staffing buffer 0.07.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:48.129|reorder_target_total:76.743|staff_forecast:48.132|staff_buffer:0.075",
          "relation": "online_policy_parameter_update",
          "subject": "Supervisor"
        }
      ],
      "metadata": {
        "action": "clear:balanced|guard:balanced",
        "agent": "Supervisor",
        "candle_share": 0.0137,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 39.345,
        "role": "supervisor",
        "round": 182,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 48.132,
        "staff_buffer": 0.075,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs183:Buyer",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:inventory",
          "event_id": "rs183:Buyer:signal",
          "evidence": "Round 183: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Buyer"
        },
        {
          "action": "model:retail_state",
          "context": "agent:buyer",
          "event_id": "rs183:Buyer:state",
          "evidence": "Round 183: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:44.416|served:44.416|stockout:none",
          "relation": "local_psr_state",
          "subject": "Buyer"
        },
        {
          "action": "choose:store_action",
          "context": "role:inventory",
          "event_id": "rs183:Buyer:act",
          "evidence": "Round 183: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "restock:medium|candle_share:low",
          "observation": "restock:medium|candle_share:low",
          "relation": "store_action",
          "subject": "Buyer"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs183:Buyer:clear",
          "evidence": "Round 183: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Buyer"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs183:Buyer:inventory_guard",
          "evidence": "Round 183: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs183:Buyer:staff_guard",
          "evidence": "Round 183: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Buyer"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:inventory",
          "event_id": "rs183:Buyer:payoff",
          "evidence": "Round 183: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Buyer"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs183:Buyer:learner",
          "evidence": "Round 183: inventory agent Buyer observed stockout:none|staff_gap:low|candle_share:low and chose restock:medium|candle_share:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.238|reorder_target_total:76.726|staff_forecast:47.092|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Buyer"
        }
      ],
      "metadata": {
        "action": "restock:medium|candle_share:low",
        "agent": "Buyer",
        "candle_share": 0.012,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 28.248,
        "role": "inventory",
        "round": 183,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.092,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs183:Scheduler",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:staffing",
          "event_id": "rs183:Scheduler:signal",
          "evidence": "Round 183: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Scheduler"
        },
        {
          "action": "model:retail_state",
          "context": "agent:scheduler",
          "event_id": "rs183:Scheduler:state",
          "evidence": "Round 183: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:44.416|served:44.416|stockout:none",
          "relation": "local_psr_state",
          "subject": "Scheduler"
        },
        {
          "action": "choose:store_action",
          "context": "role:staffing",
          "event_id": "rs183:Scheduler:act",
          "evidence": "Round 183: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "schedule:4|gap:low",
          "observation": "schedule:4|gap:low",
          "relation": "store_action",
          "subject": "Scheduler"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs183:Scheduler:clear",
          "evidence": "Round 183: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Scheduler"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs183:Scheduler:inventory_guard",
          "evidence": "Round 183: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs183:Scheduler:staff_guard",
          "evidence": "Round 183: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Scheduler"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:staffing",
          "event_id": "rs183:Scheduler:payoff",
          "evidence": "Round 183: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Scheduler"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs183:Scheduler:learner",
          "evidence": "Round 183: staffing agent Scheduler observed stockout:none|staff_gap:low|candle_share:low and chose schedule:4|gap:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.238|reorder_target_total:76.726|staff_forecast:47.092|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Scheduler"
        }
      ],
      "metadata": {
        "action": "schedule:4|gap:low",
        "agent": "Scheduler",
        "candle_share": 0.012,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 28.248,
        "role": "staffing",
        "round": 183,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.092,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs183:Clerk",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:checkout",
          "event_id": "rs183:Clerk:signal",
          "evidence": "Round 183: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Clerk"
        },
        {
          "action": "model:retail_state",
          "context": "agent:clerk",
          "event_id": "rs183:Clerk:state",
          "evidence": "Round 183: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:44.416|served:44.416|stockout:none",
          "relation": "local_psr_state",
          "subject": "Clerk"
        },
        {
          "action": "choose:store_action",
          "context": "role:checkout",
          "event_id": "rs183:Clerk:act",
          "evidence": "Round 183: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "serve:balanced|lost:low",
          "observation": "serve:balanced|lost:low",
          "relation": "store_action",
          "subject": "Clerk"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs183:Clerk:clear",
          "evidence": "Round 183: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "none",
          "observation": "residual:low|lost:low|stockout:none",
          "relation": "retail_market_clearing",
          "subject": "Clerk"
        },
        {
          "action": "observe:inventory_mix",
          "context": "guardrail:inventory_mix",
          "event_id": "rs183:Clerk:inventory_guard",
          "evidence": "Round 183: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "candle_share:low|stockout_rate:low",
          "relation": "inventory_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:staffing_schedule",
          "context": "guardrail:staffing",
          "event_id": "rs183:Clerk:staff_guard",
          "evidence": "Round 183: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "scheduled:4|needed:3|gap:low",
          "relation": "staffing_guardrail",
          "subject": "Clerk"
        },
        {
          "action": "observe:store_profit",
          "context": "payoff:checkout",
          "event_id": "rs183:Clerk:payoff",
          "evidence": "Round 183: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "profit:low|planner:strategy_from_sheaf_guarded_store_clearing",
          "relation": "payoff_signal",
          "subject": "Clerk"
        },
        {
          "action": "update:online_store_policy",
          "context": "policy:online_learning",
          "event_id": "rs183:Clerk:learner",
          "evidence": "Round 183: checkout agent Clerk observed stockout:none|staff_gap:low|candle_share:low and chose serve:balanced|lost:low. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "strategy_from_sheaf_guarded_store_clearing",
          "observation": "forecast_total:47.238|reorder_target_total:76.726|staff_forecast:47.092|staff_buffer:0.050",
          "relation": "online_policy_parameter_update",
          "subject": "Clerk"
        }
      ],
      "metadata": {
        "action": "serve:balanced|lost:low",
        "agent": "Clerk",
        "candle_share": 0.012,
        "format": "retail_store_reports",
        "market_residual": 0.0,
        "planner": "strategy_from_sheaf_guarded_store_clearing",
        "policy": "psr_sheaf_guard",
        "profit": 28.248,
        "role": "checkout",
        "round": 183,
        "source_format": "retail_store_reports",
        "staff_arrival_forecast": 47.092,
        "staff_buffer": 0.05,
        "staff_gap": 0.0
      },
      "source_uri": "/Users/sridharmahadevan/Documents/GitHub/Prometheus_v1/runs/prometheus_gui/run-0001-run-the-retail-store-operations-demo-bf1152a059/retail_store_demo/retail_store_agent_reports.jsonl"
    },
    {
      "episode_id": "rs183:Supervisor",
      "events": [
        {
          "action": "observe:store_signal",
          "context": "role:supervisor",
          "event_id": "rs183:Supervisor:signal",
          "evidence": "Round 183: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "stockout:none|staff_gap:low|candle_share:low",
          "observation": "stockout:none|staff_gap:low|candle_share:low",
          "relation": "store_signal",
          "subject": "Supervisor"
        },
        {
          "action": "model:retail_state",
          "context": "agent:supervisor",
          "event_id": "rs183:Supervisor:state",
          "evidence": "Round 183: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "guarded",
          "observation": "customers:44.416|served:44.416|stockout:none",
          "relation": "local_psr_state",
          "subject": "Supervisor"
        },
        {
          "action": "choose:store_action",
          "context": "role:supervisor",
          "event_id": "rs183:Supervisor:act",
          "evidence": "Round 183: supervisor agent Supervisor observed stockout:none|staff_gap:low|candle_share:low and chose clear:balanced|guard:balanced. The store saw 44.42 customer-unit demand, served 44.42, lost 0.00, scheduled 4 staff against 3 needed, carried candle inventory share 0.01, and earned profit 28.25. The online learner now forecasts 47.24 customer-units, targets 76.73 reorder units, and carries staffing buffer 0.05.",
          "object": "clear:balanced|guard:balanced",
          "observation": "clear:balanced|guard:balanced",
          "relation": "store_action",
          "subject": "Supervisor"
        },
        {
          "action": "observe:market_clearing",
          "context": "store:clearing",
          "event_id": "rs183:Supervisor:clear",
          "evidence": "Round 183: supervisor agent Supervisor observed stockout:non