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          "action": "resolve_incident(unknown root cause, update load balancer config)",
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          "summary": "Resolution rejected."
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          "action": "update_config(web_server, TIMEOUT_MS, 10)",
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          "summary": "Updated web_server config, but the incident persists."
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        {
          "step": 4,
          "action": "resolve_incident(database pool exhaustion, increase queue consumers)",
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          "summary": "Resolution rejected."
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        {
          "step": 3,
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          "summary": "Updated database config, but the incident persists."
        },
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          "step": 2,
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          "summary": "Invalid action."
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          "step": 3,
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        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "wrong_remediations": 1,
        "distractor_failures": 1,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(database)",
          "reward": 0.0,
          "summary": "Inspected logs for database."
        },
        {
          "step": 2,
          "action": "restart_service(web_server)",
          "reward": -0.25,
          "summary": "Restarted web_server, but the incident persists."
        },
        {
          "step": 3,
          "action": "check_status(load_balancer)",
          "reward": 0.0,
          "summary": "load_balancer status is healthy."
        },
        {
          "step": 4,
          "action": "escalate(random baseline escalation)",
          "reward": 0.0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "message_queue_visibility_timeout_low",
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_config(database)",
          "reward": 0.0,
          "summary": "Inspected config for database."
        },
        {
          "step": 2,
          "action": "check_status(load_balancer)",
          "reward": 0.0,
          "summary": "load_balancer status is healthy."
        },
        {
          "step": 3,
          "action": "escalate(random baseline escalation)",
          "reward": 0.0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "web_timeout_misconfig",
      "metrics": {
        "total_steps": 5,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(load_balancer)",
          "reward": 0.0,
          "summary": "Inspected metrics for load_balancer."
        },
        {
          "step": 2,
          "action": "update_config(database, DB_POOL_SIZE, 300)",
          "reward": -0.15,
          "summary": "Updated database config, but the incident persists."
        },
        {
          "step": 3,
          "action": "update_config(queue, UNKNOWN, 10)",
          "reward": -0.05000000000000002,
          "summary": "Invalid action."
        },
        {
          "step": 4,
          "action": "inspect_config(web_server, UNKNOWN)",
          "reward": 0.0,
          "summary": "Inspected config for web_server."
        },
        {
          "step": 5,
          "action": "escalate(random baseline escalation)",
          "reward": 0.0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "misleading_web_500_db_rootcause",
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.0,
      "trajectory": [
        {
          "step": 1,
          "action": "check_status(web_server)",
          "reward": 0.0,
          "summary": "web_server status is healthy."
        },
        {
          "step": 2,
          "action": "resolve_incident(load balancer misconfiguration, increase queue consumers)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "web_cache_host_misconfig",
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.0,
      "trajectory": [
        {
          "step": 1,
          "action": "escalate(random baseline escalation)",
          "reward": 0.0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "cascading_db_latency",
      "metrics": {
        "total_steps": 7,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 3,
        "wrong_remediations": 3,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.0,
      "trajectory": [
        {
          "step": 1,
          "action": "check_status(web_server)",
          "reward": 0.0,
          "summary": "web_server status is healthy."
        },
        {
          "step": 2,
          "action": "update_config(web_server, TIMEOUT_MS, 5000)",
          "reward": -0.15,
          "summary": "Updated web_server config, but the incident persists."
        },
        {
          "step": 3,
          "action": "restart_service(database)",
          "reward": -0.15,
          "summary": "Restarted database, but the incident persists."
        },
        {
          "step": 4,
          "action": "check_status(database)",
          "reward": 0.0,
          "summary": "database status is healthy."
        },
        {
          "step": 5,
          "action": "inspect_metrics(cache)",
          "reward": 0.0,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 6,
          "action": "update_config(database, DB_POOL_SIZE, 10)",
          "reward": -0.14999999999999997,
          "summary": "Updated database config, but the incident persists."
        },
        {
          "step": 7,
          "action": "escalate(random baseline escalation)",
          "reward": 0.0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "cache_disabled_config_regression",
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(message_queue)",
          "reward": 0.0,
          "summary": "Inspected metrics for message_queue."
        },
        {
          "step": 2,
          "action": "escalate(random baseline escalation)",
          "reward": 0.0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "misleading_queue_backlog_db_rootcause",
      "metrics": {
        "total_steps": 6,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 1,
        "remediation_actions": 1,
        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.3333333333333333,
      "trajectory": [
        {
          "step": 1,
          "action": "restart_service(cache)",
          "reward": -0.25,
          "summary": "Restarted cache, but the incident persists."
        },
        {
          "step": 2,
          "action": "inspect_metrics(database)",
          "reward": 0.06666666666666665,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 3,
          "action": "inspect_logs(web_server)",
          "reward": 0.0,
          "summary": "Inspected logs for web_server."
        },
        {
          "step": 4,
          "action": "update_config(queue, UNKNOWN, 300)",
          "reward": -0.04999999999999999,
          "summary": "Invalid action."
        },
        {
          "step": 5,
          "action": "check_status(load_balancer)",
          "reward": 0.0,
          "summary": "load_balancer status is healthy."
        },
        {
          "step": 6,
          "action": "resolve_incident(load balancer misconfiguration, update load balancer config)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "misleading_lb_502_cache_rootcause",
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.0,
      "trajectory": [
        {
          "step": 1,
          "action": "restart_service(queue)",
          "reward": -0.05,
          "summary": "Invalid action."
        },
        {
          "step": 2,
          "action": "escalate(random baseline escalation)",
          "reward": 0.0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "load_balancer_bad_backend_weight",
      "metrics": {
        "total_steps": 5,
        "invalid_actions": 1,
        "repeated_actions": 1,
        "evidence_actions": 0,
        "remediation_actions": 3,
        "wrong_remediations": 3,
        "distractor_failures": 1,
        "premature_resolutions": 1,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.0,
      "trajectory": [
        {
          "step": 1,
          "action": "restart_service(cache)",
          "reward": -0.25,
          "summary": "Restarted cache, but the incident persists."
        },
        {
          "step": 2,
          "action": "inspect_config(queue, TIMEOUT_MS)",
          "reward": -0.04999999999999999,
          "summary": "Invalid action."
        },
        {
          "step": 3,
          "action": "update_config(web_server, TIMEOUT_MS, 100)",
          "reward": -0.15000000000000002,
          "summary": "Updated web_server config, but the incident persists."
        },
        {
          "step": 4,
          "action": "restart_service(cache)",
          "reward": -0.3,
          "summary": "Restarted cache, but the incident persists."
        },
        {
          "step": 5,
          "action": "resolve_incident(database pool exhaustion, increase queue consumers)",
          "reward": -0.19999999999999996,
          "summary": "Resolution rejected."
        }
      ]
    }
  ],
  "baseline": "random",
  "model": "deterministic/random",
  "run_kind": "deterministic",
  "command_hint": "python eval/run_eval.py --agent random --episodes 1 --output random_episodes1.json"
}