Blog 8 JSON

random_episodes5.json

artifacts/json/outputs/random_episodes5.json / 88.4 KB

{
  "agent": "random",
  "episodes_per_task": 5,
  "seed": 0,
  "model_override": null,
  "base_url_override": null,
  "difficulty": "easy",
  "split": null,
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  },
  "by_task": {
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    "web_worker_crash": {
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    "database_disk_full": {
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      "mean_reward": 0,
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      "invalid_action_rate": 0.058823529411764705,
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    "cache_memory_pressure": {
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    "message_queue_crash": {
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    "load_balancer_health_check_misconfig": {
      "success_rate": 0,
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      "mean_steps": 2.2,
      "invalid_action_rate": 0.09090909090909091,
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    "message_queue_backlog_consumers_low": {
      "success_rate": 0,
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      "mean_steps": 3,
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    "web_server_memory_leak_restart": {
      "success_rate": 0,
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      "invalid_action_rate": 0.1,
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      "wrong_remediation_rate": 1,
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    "database_maintenance_mode_left_on": {
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      "invalid_action_rate": 0.06666666666666667,
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    "cache_auth_token_expired": {
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      "mean_steps": 2.2,
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    "load_balancer_tls_cert_expired": {
      "success_rate": 0,
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      "mean_steps": 4,
      "invalid_action_rate": 0.15,
      "evidence_coverage": 0.06666666666666667,
      "wrong_remediation_rate": 1,
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      "remediation_precision": 0
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  },
  "by_difficulty": {
    "easy": {
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      "correct_service_remediation_rate": 0.2545454545454545,
      "correct_remediation_rate": 0.07272727272727272,
      "remediation_precision": 0.125
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  },
  "records": [
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      "task_id": "cache_crash",
      "seed": 0,
      "metrics": {
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      "trajectory": [
        {
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          "action": "resolve_incident(cache crashed, increase web timeout)",
          "reward": 0.04999999999999999,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "cache_crash",
      "seed": 1,
      "metrics": {
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      "trajectory": [
        {
          "step": 1,
          "action": "check_status(load_balancer)",
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          "summary": "load_balancer status is healthy."
        },
        {
          "step": 2,
          "action": "inspect_metrics(cache)",
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          "summary": "Inspected metrics for cache."
        },
        {
          "step": 3,
          "action": "inspect_metrics(message_queue)",
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          "summary": "Inspected metrics for message_queue."
        },
        {
          "step": 4,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
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      "metrics": {
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      "trajectory": [
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          "summary": "Inspected logs for web_server."
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        {
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          "action": "inspect_metrics(cache)",
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          "summary": "Inspected metrics for cache."
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          "summary": "Invalid action."
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        {
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          "action": "restart_service(cache)",
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          "summary": "Restarted cache."
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        {
          "step": 5,
          "action": "inspect_config(load_balancer)",
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          "summary": "Inspected config for load_balancer."
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        {
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          "action": "check_status(message_queue)",
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          "summary": "message_queue status is healthy."
        },
        {
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          "action": "resolve_incident(load balancer misconfiguration, increase web timeout)",
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          "summary": "Resolution rejected."
        }
      ]
    },
    {
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      "metrics": {
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      "terminal_reason": "escalated",
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      "trajectory": [
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          "action": "inspect_config(load_balancer, CONSUMER_CONCURRENCY)",
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          "summary": "Inspected config for load_balancer."
        },
        {
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          "action": "check_status(cache)",
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          "summary": "cache status is crashed."
        },
        {
          "step": 3,
          "action": "escalate(random baseline escalation)",
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          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "cache_crash",
      "seed": 4,
      "metrics": {
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      "terminal_reason": "premature_or_incorrect_resolution",
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      "trajectory": [
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          "summary": "Inspected config for cache."
        },
        {
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          "action": "resolve_incident(database pool exhaustion, restart cache)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
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    },
    {
      "task_id": "web_worker_crash",
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      "metrics": {
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      "terminal_reason": "premature_or_incorrect_resolution",
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      "root_cause_identified": false,
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      "correct_service_remediation": true,
      "correct_remediation": true,
      "trajectory": [
        {
          "step": 1,
          "action": "restart_service(web_server)",
          "reward": 0.25,
          "summary": "Restarted web_server."
        },
        {
          "step": 2,
          "action": "inspect_metrics(queue)",
          "reward": -0.04999999999999999,
          "summary": "Invalid action."
        },
        {
          "step": 3,
          "action": "inspect_logs(queue)",
          "reward": -0.05000000000000002,
          "summary": "Invalid action."
        },
        {
          "step": 4,
          "action": "inspect_logs(cache)",
          "reward": 0,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 5,
          "action": "update_config(database, DB_POOL_SIZE, 10)",
          "reward": -0.15,
          "summary": "Updated database config, but the incident persists."
        },
        {
          "step": 6,
          "action": "resolve_incident(web timeout misconfiguration, restart cache)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "web_worker_crash",
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      "metrics": {
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
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      "root_cause_identified": false,
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      "correct_service_remediation": true,
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      "trajectory": [
        {
          "step": 1,
          "action": "update_config(web_server, TIMEOUT_MS, 10)",
          "reward": -0.15,
          "summary": "Updated web_server config, but the incident persists."
        },
        {
          "step": 2,
          "action": "resolve_incident(message queue backlog, no fix)",
          "reward": -0.19999999999999998,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "web_worker_crash",
      "seed": 10002,
      "metrics": {
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        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
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      "root_cause_identified": false,
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      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "resolve_incident(cache crashed, update load balancer config)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "web_worker_crash",
      "seed": 10003,
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 0,
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        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
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        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_config(web_server, TTL_SECONDS)",
          "reward": 0,
          "summary": "Inspected config for web_server."
        },
        {
          "step": 2,
          "action": "check_status(message_queue)",
          "reward": 0,
          "summary": "message_queue status is healthy."
        },
        {
          "step": 3,
          "action": "resolve_incident(message queue backlog, increase web timeout)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "web_worker_crash",
      "seed": 10004,
      "metrics": {
        "total_steps": 1,
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        "remediation_actions": 0,
        "correct_service_remediations": 0,
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        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "root_cause_identified": false,
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        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "escalated",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "database_disk_full",
      "seed": 20000,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "resolve_incident(web timeout misconfiguration, no fix)",
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          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "database_disk_full",
      "seed": 20001,
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "escalated",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "update_config(cache, TTL_SECONDS, 5000)",
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          "summary": "Updated cache config, but the incident persists."
        },
        {
          "step": 2,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
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      ]
    },
    {
      "task_id": "database_disk_full",
      "seed": 20002,
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "escalated",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "restart_service(load_balancer)",
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          "summary": "Restarted load_balancer, but the incident persists."
        },
        {
          "step": 2,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "database_disk_full",
      "seed": 20003,
      "metrics": {
        "total_steps": 8,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 1,
        "remediation_actions": 2,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 2,
        "distractor_failures": 0,
        "premature_resolutions": 1,
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        "fix_identified": false,
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        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0.5,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(web_server)",
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          "summary": "Inspected logs for web_server."
        },
        {
          "step": 2,
          "action": "inspect_config(web_server, TIMEOUT_MS)",
          "reward": 0,
          "summary": "Inspected config for web_server."
        },
        {
          "step": 3,
          "action": "inspect_config(web_server)",
          "reward": 0,
          "summary": "Inspected config for web_server."
        },
        {
          "step": 4,
          "action": "update_config(cache, TTL_SECONDS, 10)",
          "reward": -0.15,
          "summary": "Updated cache config, but the incident persists."
        },
        {
          "step": 5,
          "action": "restart_service(message_queue)",
          "reward": -0.25,
          "summary": "Restarted message_queue, but the incident persists."
        },
        {
          "step": 6,
          "action": "inspect_metrics(queue)",
          "reward": -0.04999999999999999,
          "summary": "Invalid action."
        },
        {
          "step": 7,
          "action": "inspect_metrics(database)",
          "reward": 0.10000000000000003,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 8,
          "action": "resolve_incident(unknown root cause, restart cache)",
          "reward": -0.20000000000000007,
          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "database_disk_full",
      "seed": 20004,
      "metrics": {
        "total_steps": 4,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "correct_service_remediations": 1,
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        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
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        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": true,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(web_server)",
          "reward": 0,
          "summary": "Inspected metrics for web_server."
        },
        {
          "step": 2,
          "action": "restart_service(database)",
          "reward": -0.15,
          "summary": "Restarted database, but the incident persists."
        },
        {
          "step": 3,
          "action": "check_status(web_server)",
          "reward": 0,
          "summary": "web_server status is healthy."
        },
        {
          "step": 4,
          "action": "resolve_incident(load balancer misconfiguration, update load balancer config)",
          "reward": -0.19999999999999998,
          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "cache_memory_pressure",
      "seed": 30000,
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
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        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "root_cause_identified": false,
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        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "escalated",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_config(web_server, UNKNOWN)",
          "reward": 0,
          "summary": "Inspected config for web_server."
        },
        {
          "step": 2,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
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      ]
    },
    {
      "task_id": "cache_memory_pressure",
      "seed": 30001,
      "metrics": {
        "total_steps": 8,
        "invalid_actions": 0,
        "repeated_actions": 1,
        "evidence_actions": 1,
        "remediation_actions": 3,
        "correct_service_remediations": 2,
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        "wrong_remediations": 3,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0.5,
      "terminal_reason": "step_budget_exhausted",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": true,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "restart_service(cache)",
          "reward": -0.15,
          "summary": "Restarted cache, but the incident persists."
        },
        {
          "step": 2,
          "action": "check_status(message_queue)",
          "reward": 0,
          "summary": "message_queue status is healthy."
        },
        {
          "step": 3,
          "action": "restart_service(cache)",
          "reward": -0.19999999999999998,
          "summary": "Restarted cache, but the incident persists."
        },
        {
          "step": 4,
          "action": "inspect_config(load_balancer, TTL_SECONDS)",
          "reward": 0,
          "summary": "Inspected config for load_balancer."
        },
        {
          "step": 5,
          "action": "restart_service(load_balancer)",
          "reward": -0.25,
          "summary": "Restarted load_balancer, but the incident persists."
        },
        {
          "step": 6,
          "action": "inspect_metrics(cache)",
          "reward": 0.09999999999999998,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 7,
          "action": "inspect_logs(load_balancer)",
          "reward": 0,
          "summary": "Inspected logs for load_balancer."
        },
        {
          "step": 8,
          "action": "inspect_metrics(load_balancer)",
          "reward": 0,
          "summary": "Inspected metrics for load_balancer."
        }
      ]
    },
    {
      "task_id": "cache_memory_pressure",
      "seed": 30002,
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
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        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
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        "correct_remediation_applied": false,
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        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(load_balancer)",
          "reward": 0,
          "summary": "Inspected logs for load_balancer."
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        {
          "step": 2,
          "action": "restart_service(database)",
          "reward": -0.25,
          "summary": "Restarted database, but the incident persists."
        },
        {
          "step": 3,
          "action": "resolve_incident(unknown root cause, increase database pool)",
          "reward": -0.2,
          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "cache_memory_pressure",
      "seed": 30003,
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
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        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
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        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "root_cause_identified": false,
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        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "escalated",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "check_status(database)",
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          "summary": "database status is healthy."
        },
        {
          "step": 2,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
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      ]
    },
    {
      "task_id": "cache_memory_pressure",
      "seed": 30004,
      "metrics": {
        "total_steps": 7,
        "invalid_actions": 1,
        "repeated_actions": 1,
        "evidence_actions": 0,
        "remediation_actions": 2,
        "correct_service_remediations": 1,
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        "wrong_remediations": 2,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "root_cause_identified": false,
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        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "escalated",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": true,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "update_config(message_queue, CONSUMER_CONCURRENCY, 5000)",
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          "summary": "Updated message_queue config, but the incident persists."
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        {
          "step": 2,
          "action": "inspect_config(database, DB_POOL_SIZE)",
          "reward": 0,
          "summary": "Inspected config for database."
        },
        {
          "step": 3,
          "action": "update_config(cache, TTL_SECONDS, 100)",
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          "summary": "Updated cache config, but the incident persists."
        },
        {
          "step": 4,
          "action": "inspect_logs(cache)",
          "reward": 0,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 5,
          "action": "inspect_logs(cache)",
          "reward": -0.04999999999999999,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 6,
          "action": "inspect_logs(queue)",
          "reward": -0.050000000000000044,
          "summary": "Invalid action."
        },
        {
          "step": 7,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
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      ]
    },
    {
      "task_id": "message_queue_crash",
      "seed": 40000,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
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        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
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        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "resolve_incident(database pool exhaustion, increase web timeout)",
          "reward": -0.2,
          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "message_queue_crash",
      "seed": 40001,
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 0,
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        "evidence_actions": 0,
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        "wrong_remediations": 0,
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        "correct_remediation_applied": false,
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        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_config(database, CONSUMER_CONCURRENCY)",
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          "summary": "Inspected config for database."
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        {
          "step": 2,
          "action": "check_status(load_balancer)",
          "reward": 0,
          "summary": "load_balancer status is healthy."
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        {
          "step": 3,
          "action": "resolve_incident(unknown root cause, update load balancer config)",
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          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "message_queue_crash",
      "seed": 40002,
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 1,
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        "evidence_actions": 0,
        "remediation_actions": 1,
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        "wrong_remediations": 1,
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        "root_cause_identified": false,
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        "correct_remediation_applied": false,
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        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "restart_service(queue)",
          "reward": -0.05,
          "summary": "Invalid action."
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        {
          "step": 2,
          "action": "update_config(load_balancer, MAX_CONNECTIONS, 5000)",
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          "summary": "Updated load_balancer config, but the incident persists."
        },
        {
          "step": 3,
          "action": "resolve_incident(unknown root cause, update load balancer config)",
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          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "message_queue_crash",
      "seed": 40003,
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
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        "evidence_actions": 0,
        "remediation_actions": 1,
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        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
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          "step": 1,
          "action": "restart_service(load_balancer)",
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          "summary": "Restarted load_balancer, but the incident persists."
        },
        {
          "step": 2,
          "action": "resolve_incident(cache crashed, increase web timeout)",
          "reward": -0.2,
          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "message_queue_crash",
      "seed": 40004,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
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        "root_cause_identified": false,
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        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "resolve_incident(web timeout misconfiguration, increase queue consumers)",
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          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "load_balancer_health_check_misconfig",
      "seed": 50000,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
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        "wrong_remediations": 0,
        "distractor_failures": 0,
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        "root_cause_identified": false,
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        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "escalated",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
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      ]
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    {
      "task_id": "load_balancer_health_check_misconfig",
      "seed": 50001,
      "metrics": {
        "total_steps": 1,
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        "root_cause_identified": false,
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        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "escalated",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "load_balancer_health_check_misconfig",
      "seed": 50002,
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "root_cause_identified": false,
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        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "escalated",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(database)",
          "reward": 0,
          "summary": "Inspected logs for database."
        },
        {
          "step": 2,
          "action": "restart_service(message_queue)",
          "reward": -0.25,
          "summary": "Restarted message_queue, but the incident persists."
        },
        {
          "step": 3,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "load_balancer_health_check_misconfig",
      "seed": 50003,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "resolve_incident(web timeout misconfiguration, no fix)",
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          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "load_balancer_health_check_misconfig",
      "seed": 50004,
      "metrics": {
        "total_steps": 5,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "correct_service_remediations": 1,
        "correct_remediations": 0,
        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": true,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "check_status(load_balancer)",
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          "summary": "load_balancer status is degraded."
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        {
          "step": 2,
          "action": "check_status(queue)",
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          "summary": "Invalid action."
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        {
          "step": 3,
          "action": "inspect_metrics(message_queue)",
          "reward": 0,
          "summary": "Inspected metrics for message_queue."
        },
        {
          "step": 4,
          "action": "update_config(load_balancer, MAX_CONNECTIONS, 5000)",
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          "summary": "Updated load_balancer config, but the incident persists."
        },
        {
          "step": 5,
          "action": "resolve_incident(web timeout misconfiguration, restart cache)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "message_queue_backlog_consumers_low",
      "seed": 60000,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "resolve_incident(load balancer misconfiguration, no fix)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "message_queue_backlog_consumers_low",
      "seed": 60001,
      "metrics": {
        "total_steps": 4,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "correct_service_remediations": 1,
        "correct_remediations": 1,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": true,
        "success": false,
        "final_reward": 0.04999999999999999
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0.04999999999999999,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": true,
      "correct_remediation": true,
      "trajectory": [
        {
          "step": 1,
          "action": "check_status(cache)",
          "reward": 0,
          "summary": "cache status is healthy."
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        {
          "step": 2,
          "action": "update_config(message_queue, CONSUMER_CONCURRENCY, 5000)",
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          "summary": "Updated message_queue config CONSUMER_CONCURRENCY."
        },
        {
          "step": 3,
          "action": "check_status(message_queue)",
          "reward": 0,
          "summary": "message_queue status is healthy."
        },
        {
          "step": 4,
          "action": "resolve_incident(load balancer misconfiguration, increase web timeout)",
          "reward": -0.2,
          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "message_queue_backlog_consumers_low",
      "seed": 60002,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
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        "wrong_remediations": 0,
        "distractor_failures": 0,
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        "root_cause_identified": false,
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        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "escalated",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
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      ]
    },
    {
      "task_id": "message_queue_backlog_consumers_low",
      "seed": 60003,
      "metrics": {
        "total_steps": 7,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 2,
        "correct_service_remediations": 1,
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        "wrong_remediations": 1,
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        "root_cause_identified": false,
        "fix_identified": false,
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        "final_reward": 0
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      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": true,
      "correct_remediation": true,
      "trajectory": [
        {
          "step": 1,
          "action": "restart_service(load_balancer)",
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          "summary": "Restarted load_balancer, but the incident persists."
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        {
          "step": 2,
          "action": "check_status(load_balancer)",
          "reward": 0,
          "summary": "load_balancer status is healthy."
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        {
          "step": 3,
          "action": "inspect_logs(message_queue)",
          "reward": 0,
          "summary": "Inspected logs for message_queue."
        },
        {
          "step": 4,
          "action": "inspect_config(database, TTL_SECONDS)",
          "reward": 0,
          "summary": "Inspected config for database."
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        {
          "step": 5,
          "action": "update_config(message_queue, CONSUMER_CONCURRENCY, 300)",
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          "summary": "Updated message_queue config CONSUMER_CONCURRENCY."
        },
        {
          "step": 6,
          "action": "inspect_logs(cache)",
          "reward": 0,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 7,
          "action": "resolve_incident(load balancer misconfiguration, update load balancer config)",
          "reward": -0.2,
          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "message_queue_backlog_consumers_low",
      "seed": 60004,
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
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        "wrong_remediations": 0,
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        "root_cause_identified": false,
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        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "escalated",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(web_server)",
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          "summary": "Inspected logs for web_server."
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        {
          "step": 2,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
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      ]
    },
    {
      "task_id": "web_server_memory_leak_restart",
      "seed": 70000,
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "correct_service_remediations": 1,
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        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
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        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": true,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "update_config(web_server, TIMEOUT_MS, 5000)",
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          "summary": "Updated web_server config, but the incident persists."
        },
        {
          "step": 2,
          "action": "resolve_incident(unknown root cause, restart cache)",
          "reward": -0.19999999999999998,
          "summary": "Resolution rejected."
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      ]
    },
    {
      "task_id": "web_server_memory_leak_restart",
      "seed": 70001,
      "metrics": {
        "total_steps": 7,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 0,
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        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "escalated",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_config(cache, TIMEOUT_MS)",
          "reward": 0,
          "summary": "Inspected config for cache."
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        {
          "step": 2,
          "action": "inspect_config(cache, CONSUMER_CONCURRENCY)",
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          "summary": "Inspected config for cache."
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        {
          "step": 3,
          "action": "inspect_config(database, TIMEOUT_MS)",
          "reward": 0,
          "summary": "Inspected config for database."
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        {
          "step": 4,
          "action": "inspect_logs(cache)",
          "reward": 0,
          "summary": "Inspected logs for cache."
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        {
          "step": 5,
          "action": "inspect_metrics(queue)",
          "reward": -0.05,
          "summary": "Invalid action."
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        {
          "step": 6,
          "action": "inspect_metrics(cache)",
          "reward": 0,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 7,
          "action": "escalate(random baseline escalation)",
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          "summary": "Incident escalated."
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      ]
    },
    {
      "task_id": "web_server_memory_leak_restart",
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      "metrics": {
        "total_steps": 2,
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      "terminal_reason": "premature_or_incorrect_resolution",
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      "root_cause_identified": false,
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      "correct_remediation": false,
      "trajectory": [
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          "step": 1,
          "action": "update_config(web_server, TIMEOUT_MS, 100)",
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          "summary": "Updated web_server config, but the incident persists."
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        {
          "step": 2,
          "action": "resolve_incident(database pool exhaustion, increase queue consumers)",
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          "summary": "Resolution rejected."
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    {
      "task_id": "web_server_memory_leak_restart",
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      "metrics": {
        "total_steps": 8,
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      "evidence_coverage": 0.3333333333333333,
      "terminal_reason": "step_budget_exhausted",
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      "root_cause_identified": false,
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      "correct_remediation": false,
      "trajectory": [
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          "step": 1,
          "action": "inspect_metrics(web_server)",
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          "summary": "Inspected metrics for web_server."
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        {
          "step": 2,
          "action": "inspect_metrics(database)",
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          "summary": "Inspected metrics for database."
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        {
          "step": 3,
          "action": "inspect_logs(message_queue)",
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          "summary": "Inspected logs for message_queue."
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        {
          "step": 4,
          "action": "inspect_metrics(web_server)",
          "reward": -0.05,
          "summary": "Inspected metrics for web_server."
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        {
          "step": 5,
          "action": "inspect_config(queue, MAX_CONNECTIONS)",
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          "summary": "Invalid action."
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        {
          "step": 6,
          "action": "inspect_logs(load_balancer)",
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          "summary": "Inspected logs for load_balancer."
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        {
          "step": 7,
          "action": "inspect_config(message_queue)",
          "reward": 0,
          "summary": "Inspected config for message_queue."
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        {
          "step": 8,
          "action": "inspect_metrics(web_server)",
          "reward": -0.05000000000000002,
          "summary": "Inspected metrics for web_server."
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      ]
    },
    {
      "task_id": "web_server_memory_leak_restart",
      "seed": 70004,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
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      "evidence_coverage": 0,
      "terminal_reason": "escalated",
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      "root_cause_identified": false,
      "fix_identified": false,
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      "trajectory": [
        {
          "step": 1,
          "action": "escalate(random baseline escalation)",
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          "summary": "Incident escalated."
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    {
      "task_id": "database_maintenance_mode_left_on",
      "seed": 80000,
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
        "repeated_actions": 0,
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        "root_cause_identified": false,
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        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
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      "evidence_coverage": 0,
      "terminal_reason": "escalated",
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      "root_cause_identified": false,
      "fix_identified": false,
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      "trajectory": [
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          "step": 1,
          "action": "inspect_config(web_server, CONSUMER_CONCURRENCY)",
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          "summary": "Inspected config for web_server."
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        {
          "step": 2,
          "action": "escalate(random baseline escalation)",
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          "summary": "Incident escalated."
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    {
      "task_id": "database_maintenance_mode_left_on",
      "seed": 80001,
      "metrics": {
        "total_steps": 5,
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        "root_cause_identified": false,
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        "final_reward": 0
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      "terminal_reason": "premature_or_incorrect_resolution",
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      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": true,
      "correct_remediation": false,
      "trajectory": [
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          "step": 1,
          "action": "check_status(web_server)",
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          "summary": "web_server status is healthy."
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        {
          "step": 2,
          "action": "restart_service(database)",
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          "summary": "Restarted database, but the incident persists."
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        {
          "step": 3,
          "action": "inspect_metrics(web_server)",
          "reward": 0,
          "summary": "Inspected metrics for web_server."
        },
        {
          "step": 4,
          "action": "inspect_logs(load_balancer)",
          "reward": 0,
          "summary": "Inspected logs for load_balancer."
        },
        {
          "step": 5,
          "action": "resolve_incident(web timeout misconfiguration, restart cache)",
          "reward": -0.19999999999999998,
          "summary": "Resolution rejected."
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      ]
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    {
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      "seed": 80002,
      "metrics": {
        "total_steps": 2,
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        "root_cause_identified": false,
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        "final_reward": 0
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      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_config(load_balancer)",
          "reward": 0,
          "summary": "Inspected config for load_balancer."
        },
        {
          "step": 2,
          "action": "resolve_incident(cache crashed, increase web timeout)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "database_maintenance_mode_left_on",
      "seed": 80003,
      "metrics": {
        "total_steps": 5,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 2,
        "correct_service_remediations": 2,
        "correct_remediations": 0,
        "wrong_remediations": 2,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "escalated",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": true,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(web_server)",
          "reward": 0,
          "summary": "Inspected metrics for web_server."
        },
        {
          "step": 2,
          "action": "update_config(database, DB_POOL_SIZE, 5000)",
          "reward": -0.15,
          "summary": "Updated database config, but the incident persists."
        },
        {
          "step": 3,
          "action": "inspect_config(queue, TTL_SECONDS)",
          "reward": -0.05000000000000002,
          "summary": "Invalid action."
        },
        {
          "step": 4,
          "action": "update_config(database, DB_POOL_SIZE, 10)",
          "reward": -0.14999999999999997,
          "summary": "Updated database config, but the incident persists."
        },
        {
          "step": 5,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "database_maintenance_mode_left_on",
      "seed": 80004,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "resolve_incident(web timeout misconfiguration, update load balancer config)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "cache_auth_token_expired",
      "seed": 90000,
      "metrics": {
        "total_steps": 4,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 2,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 2,
        "distractor_failures": 1,
        "premature_resolutions": 0,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "escalated",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "restart_service(load_balancer)",
          "reward": -0.25,
          "summary": "Restarted load_balancer, but the incident persists."
        },
        {
          "step": 2,
          "action": "inspect_config(web_server, TTL_SECONDS)",
          "reward": 0,
          "summary": "Inspected config for web_server."
        },
        {
          "step": 3,
          "action": "update_config(web_server, TIMEOUT_MS, 300)",
          "reward": -0.15000000000000002,
          "summary": "Updated web_server config, but the incident persists."
        },
        {
          "step": 4,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "cache_auth_token_expired",
      "seed": 90001,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "resolve_incident(unknown root cause, no fix)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "cache_auth_token_expired",
      "seed": 90002,
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "update_config(message_queue, CONSUMER_CONCURRENCY, 100)",
          "reward": -0.15,
          "summary": "Updated message_queue config, but the incident persists."
        },
        {
          "step": 2,
          "action": "inspect_metrics(queue)",
          "reward": -0.05000000000000002,
          "summary": "Invalid action."
        },
        {
          "step": 3,
          "action": "resolve_incident(load balancer misconfiguration, increase database pool)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "cache_auth_token_expired",
      "seed": 90003,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "resolve_incident(database pool exhaustion, increase queue consumers)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "cache_auth_token_expired",
      "seed": 90004,
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_config(queue, TTL_SECONDS)",
          "reward": -0.05,
          "summary": "Invalid action."
        },
        {
          "step": 2,
          "action": "resolve_incident(message queue backlog, increase database pool)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "load_balancer_tls_cert_expired",
      "seed": 100000,
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(message_queue)",
          "reward": 0,
          "summary": "Inspected metrics for message_queue."
        },
        {
          "step": 2,
          "action": "inspect_logs(queue)",
          "reward": -0.05,
          "summary": "Invalid action."
        },
        {
          "step": 3,
          "action": "resolve_incident(unknown root cause, update load balancer config)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "load_balancer_tls_cert_expired",
      "seed": 100001,
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "escalated",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "restart_service(database)",
          "reward": -0.25,
          "summary": "Restarted database, but the incident persists."
        },
        {
          "step": 2,
          "action": "escalate(random baseline escalation)",
          "reward": 0,
          "summary": "Incident escalated."
        }
      ]
    },
    {
      "task_id": "load_balancer_tls_cert_expired",
      "seed": 100002,
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "resolve_incident(cache crashed, no fix)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    },
    {
      "task_id": "load_balancer_tls_cert_expired",
      "seed": 100003,
      "metrics": {
        "total_steps": 8,
        "invalid_actions": 2,
        "repeated_actions": 0,
        "evidence_actions": 1,
        "remediation_actions": 0,
        "correct_service_remediations": 0,
        "correct_remediations": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0.3333333333333333,
      "terminal_reason": "step_budget_exhausted",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": false,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "update_config(queue, UNKNOWN, 100)",
          "reward": -0.05,
          "summary": "Invalid action."
        },
        {
          "step": 2,
          "action": "inspect_logs(web_server)",
          "reward": 0,
          "summary": "Inspected logs for web_server."
        },
        {
          "step": 3,
          "action": "inspect_logs(load_balancer)",
          "reward": 0.06666666666666667,
          "summary": "Inspected logs for load_balancer."
        },
        {
          "step": 4,
          "action": "check_status(web_server)",
          "reward": 0,
          "summary": "web_server status is healthy."
        },
        {
          "step": 5,
          "action": "check_status(queue)",
          "reward": -0.05,
          "summary": "Invalid action."
        },
        {
          "step": 6,
          "action": "inspect_config(cache, CONSUMER_CONCURRENCY)",
          "reward": 0,
          "summary": "Inspected config for cache."
        },
        {
          "step": 7,
          "action": "inspect_metrics(load_balancer)",
          "reward": 0,
          "summary": "Inspected metrics for load_balancer."
        },
        {
          "step": 8,
          "action": "inspect_metrics(cache)",
          "reward": 0,
          "summary": "Inspected metrics for cache."
        }
      ]
    },
    {
      "task_id": "load_balancer_tls_cert_expired",
      "seed": 100004,
      "metrics": {
        "total_steps": 6,
        "invalid_actions": 0,
        "repeated_actions": 1,
        "evidence_actions": 0,
        "remediation_actions": 1,
        "correct_service_remediations": 1,
        "correct_remediations": 0,
        "wrong_remediations": 1,
        "distractor_failures": 0,
        "premature_resolutions": 1,
        "root_cause_identified": false,
        "fix_identified": false,
        "correct_remediation_applied": false,
        "success": false,
        "final_reward": 0
      },
      "evidence_coverage": 0,
      "terminal_reason": "premature_or_incorrect_resolution",
      "final_reward": 0,
      "root_cause_identified": false,
      "fix_identified": false,
      "correct_service_remediation": true,
      "correct_remediation": false,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(cache)",
          "reward": 0,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 2,
          "action": "inspect_logs(cache)",
          "reward": -0.05,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 3,
          "action": "check_status(database)",
          "reward": 0,
          "summary": "database status is healthy."
        },
        {
          "step": 4,
          "action": "inspect_metrics(load_balancer)",
          "reward": 0,
          "summary": "Inspected metrics for load_balancer."
        },
        {
          "step": 5,
          "action": "restart_service(load_balancer)",
          "reward": -0.15000000000000002,
          "summary": "Restarted load_balancer, but the incident persists."
        },
        {
          "step": 6,
          "action": "resolve_incident(unknown root cause, no fix)",
          "reward": -0.2,
          "summary": "Resolution rejected."
        }
      ]
    }
  ],
  "task_ids": [
    "cache_crash",
    "web_worker_crash",
    "database_disk_full",
    "cache_memory_pressure",
    "message_queue_crash",
    "load_balancer_health_check_misconfig",
    "message_queue_backlog_consumers_low",
    "web_server_memory_leak_restart",
    "database_maintenance_mode_left_on",
    "cache_auth_token_expired",
    "load_balancer_tls_cert_expired"
  ],
  "filtered_task_ids": null,
  "expected_task_episodes": 55,
  "completed_task_episodes": 55,
  "complete": true,
  "paused": false,
  "pause_file": "D:\\SRE-Zero\\notes\\runs\\managed\\blog-mistral-small-easy-agent-styles-2026-06-14\\pause.flag",
  "baseline": "random",
  "model": "deterministic/random",
  "run_kind": "deterministic",
  "command_hint": "python eval/run_eval.py --agent random --episodes 5 --output random_episodes5.json"
}