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      "mean_steps": 8,
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    "message_queue_retry_limit_low": {
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      "mean_steps": 1,
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      "evidence_coverage": 0.3333333333333333,
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    "load_balancer_sticky_session_hotspot": {
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    "web_timeout_misconfig": {
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    "misleading_web_500_db_rootcause": {
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    "web_cache_host_misconfig": {
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    "misleading_queue_backlog_db_rootcause": {
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    "misleading_lb_502_cache_rootcause": {
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    "load_balancer_bad_backend_weight": {
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  "records": [
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      "task_id": "cache_crash",
      "metrics": {
        "total_steps": 8,
        "invalid_actions": 0,
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        "remediation_actions": 0,
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        {
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          "summary": "Inspected metrics for cache."
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        {
          "step": 2,
          "action": "check_status(cache)",
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          "summary": "cache status is crashed."
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        {
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          "action": "inspect_logs(cache)",
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          "summary": "Inspected logs for cache."
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        {
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          "action": "inspect_metrics(cache)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 5,
          "action": "inspect_logs(cache)",
          "reward": -0.05000000000000002,
          "summary": "Inspected logs for cache."
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        {
          "step": 6,
          "action": "inspect_metrics(cache)",
          "reward": -0.05000000000000002,
          "summary": "Inspected metrics for cache."
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        {
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          "action": "check_status(cache)",
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          "summary": "cache status is crashed."
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          "action": "inspect_logs(cache)",
          "reward": -0.04999999999999999,
          "summary": "Inspected logs for cache."
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    {
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      "metrics": {
        "total_steps": 7,
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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(web_server)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for web_server."
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        {
          "step": 3,
          "action": "inspect_logs(web_server)",
          "reward": -0.05,
          "summary": "Inspected logs for web_server."
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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_logs(web_server)",
          "reward": -0.05000000000000002,
          "summary": "Inspected logs for web_server."
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        {
          "step": 6,
          "action": "inspect_metrics(web_server)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for web_server."
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        {
          "step": 7,
          "action": "inspect_logs(web_server)",
          "reward": -0.04999999999999999,
          "summary": "Inspected logs for web_server."
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      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
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    {
      "task_id": "database_disk_full",
      "metrics": {
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        {
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          "summary": "Inspected metrics for database."
        },
        {
          "step": 2,
          "action": "inspect_logs(database)",
          "reward": 0.1,
          "summary": "Inspected logs for database."
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        {
          "step": 3,
          "action": "inspect_metrics(database)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 4,
          "action": "inspect_logs(database)",
          "reward": -0.05000000000000002,
          "summary": "Inspected logs for database."
        },
        {
          "step": 5,
          "action": "inspect_metrics(database)",
          "reward": -0.05000000000000002,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 6,
          "action": "inspect_logs(database)",
          "reward": -0.04999999999999999,
          "summary": "Inspected logs for database."
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        {
          "step": 7,
          "action": "inspect_metrics(database)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for database."
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      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
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    {
      "task_id": "cache_memory_pressure",
      "metrics": {
        "total_steps": 4,
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      "evidence_coverage": 0.5,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(cache)",
          "reward": 0.1,
          "summary": "Inspected metrics for cache."
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        {
          "step": 2,
          "action": "inspect",
          "reward": -0.05,
          "summary": "Invalid action."
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        {
          "step": 3,
          "action": "inspect_logs(cache)",
          "reward": 0.0,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 4,
          "action": "inspect_metrics(cache)",
          "reward": -0.05,
          "summary": "Inspected metrics for cache."
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      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
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    {
      "task_id": "message_queue_crash",
      "metrics": {
        "total_steps": 2,
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      "evidence_coverage": 0.6666666666666666,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(message_queue)",
          "reward": 0.06666666666666667,
          "summary": "Inspected logs for message_queue."
        },
        {
          "step": 2,
          "action": "inspect_metrics(message_queue)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for message_queue."
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      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
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    {
      "task_id": "load_balancer_health_check_misconfig",
      "metrics": {
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        "wrong_remediations": 0,
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      "trajectory": [],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
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    {
      "task_id": "message_queue_backlog_consumers_low",
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 0,
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      "evidence_coverage": 0.5,
      "trajectory": [
        {
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          "action": "inspect_metrics(message_queue)",
          "reward": 0.1,
          "summary": "Inspected metrics for message_queue."
        },
        {
          "step": 2,
          "action": "inspect_logs(message_queue)",
          "reward": 0.0,
          "summary": "Inspected logs for message_queue."
        },
        {
          "step": 3,
          "action": "inspect_metrics(message_queue)",
          "reward": -0.05,
          "summary": "Inspected metrics for message_queue."
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      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
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    {
      "task_id": "db_pool_exhaustion",
      "metrics": {
        "total_steps": 5,
        "invalid_actions": 0,
        "repeated_actions": 3,
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        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
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      "evidence_coverage": 0.5,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(database)",
          "reward": 0.1,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 2,
          "action": "inspect_logs(database)",
          "reward": 0.0,
          "summary": "Inspected logs for database."
        },
        {
          "step": 3,
          "action": "inspect_metrics(database)",
          "reward": -0.05,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 4,
          "action": "inspect_logs(database)",
          "reward": -0.05,
          "summary": "Inspected logs for database."
        },
        {
          "step": 5,
          "action": "inspect_metrics(database)",
          "reward": -0.05000000000000002,
          "summary": "Inspected metrics for database."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
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    {
      "task_id": "cache_latency_degradation",
      "metrics": {
        "total_steps": 7,
        "invalid_actions": 0,
        "repeated_actions": 5,
        "evidence_actions": 1,
        "remediation_actions": 0,
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        "success": false,
        "final_reward": 0.0
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      "evidence_coverage": 0.5,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(cache)",
          "reward": 0.1,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 2,
          "action": "inspect_logs(cache)",
          "reward": 0.0,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 3,
          "action": "inspect_metrics(cache)",
          "reward": -0.05,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 4,
          "action": "inspect_logs(cache)",
          "reward": -0.05,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 5,
          "action": "inspect_metrics(cache)",
          "reward": -0.05000000000000002,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 6,
          "action": "inspect_logs(cache)",
          "reward": -0.04999999999999999,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 7,
          "action": "inspect_metrics(cache)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for cache."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
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    {
      "task_id": "db_slow_queries_missing_index",
      "metrics": {
        "total_steps": 4,
        "invalid_actions": 0,
        "repeated_actions": 2,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
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        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
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      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(database)",
          "reward": 0.1,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 2,
          "action": "inspect_logs(database)",
          "reward": 0.1,
          "summary": "Inspected logs for database."
        },
        {
          "step": 3,
          "action": "inspect_metrics(database)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 4,
          "action": "inspect_logs(database)",
          "reward": -0.05000000000000002,
          "summary": "Inspected logs for database."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
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    {
      "task_id": "web_worker_saturation",
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 0,
        "repeated_actions": 1,
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        "remediation_actions": 0,
        "wrong_remediations": 0,
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        "success": false,
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      "evidence_coverage": 0.5,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(web_server)",
          "reward": 0.1,
          "summary": "Inspected metrics for web_server."
        },
        {
          "step": 2,
          "action": "inspect_logs(web_server)",
          "reward": 0.0,
          "summary": "Inspected logs for web_server."
        },
        {
          "step": 3,
          "action": "inspect_metrics(web_server)",
          "reward": -0.05,
          "summary": "Inspected metrics for web_server."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "cache_eviction_storm",
      "metrics": {
        "total_steps": 5,
        "invalid_actions": 0,
        "repeated_actions": 3,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.6666666666666666,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(cache)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 2,
          "action": "inspect_logs(cache)",
          "reward": 0.06666666666666667,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 3,
          "action": "inspect_metrics(cache)",
          "reward": -0.05,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 4,
          "action": "inspect_logs(cache)",
          "reward": -0.05,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 5,
          "action": "inspect_metrics(cache)",
          "reward": -0.05000000000000002,
          "summary": "Inspected metrics for cache."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "db_query_timeout_low",
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 1,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.5,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(database)",
          "reward": 0.0,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 2,
          "action": "inspect_logs(database)",
          "reward": 0.1,
          "summary": "Inspected logs for database."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "load_balancer_connection_limit_low",
      "metrics": {
        "total_steps": 8,
        "invalid_actions": 0,
        "repeated_actions": 5,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(load_balancer)",
          "reward": 0.1,
          "summary": "Inspected metrics for load_balancer."
        },
        {
          "step": 2,
          "action": "inspect_config(load_balancer)",
          "reward": 0.1,
          "summary": "Inspected config for load_balancer."
        },
        {
          "step": 3,
          "action": "inspect_metrics(load_balancer)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for load_balancer."
        },
        {
          "step": 4,
          "action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
          "reward": 0.0,
          "summary": "Inspected config for load_balancer."
        },
        {
          "step": 5,
          "action": "inspect_metrics(load_balancer)",
          "reward": -0.05000000000000002,
          "summary": "Inspected metrics for load_balancer."
        },
        {
          "step": 6,
          "action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
          "reward": -0.05000000000000002,
          "summary": "Inspected config for load_balancer."
        },
        {
          "step": 7,
          "action": "inspect_metrics(load_balancer)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for load_balancer."
        },
        {
          "step": 8,
          "action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
          "reward": -0.04999999999999999,
          "summary": "Inspected config for load_balancer."
        }
      ]
    },
    {
      "task_id": "message_queue_retry_limit_low",
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 1,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.3333333333333333,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(message_queue)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for message_queue."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "load_balancer_sticky_session_hotspot",
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 1,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.3333333333333333,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(load_balancer)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for load_balancer."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "message_queue_visibility_timeout_low",
      "metrics": {
        "total_steps": 8,
        "invalid_actions": 0,
        "repeated_actions": 5,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.6666666666666666,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_config(message_queue)",
          "reward": 0.06666666666666667,
          "summary": "Inspected config for message_queue."
        },
        {
          "step": 2,
          "action": "inspect_metrics(message_queue)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for message_queue."
        },
        {
          "step": 3,
          "action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
          "reward": 0.0,
          "summary": "Inspected config for message_queue."
        },
        {
          "step": 4,
          "action": "inspect_metrics(message_queue)",
          "reward": -0.05,
          "summary": "Inspected metrics for message_queue."
        },
        {
          "step": 5,
          "action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
          "reward": -0.05,
          "summary": "Inspected config for message_queue."
        },
        {
          "step": 6,
          "action": "inspect_metrics(message_queue)",
          "reward": -0.05000000000000002,
          "summary": "Inspected metrics for message_queue."
        },
        {
          "step": 7,
          "action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
          "reward": -0.04999999999999999,
          "summary": "Inspected config for message_queue."
        },
        {
          "step": 8,
          "action": "inspect_metrics(message_queue)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for message_queue."
        }
      ]
    },
    {
      "task_id": "web_timeout_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": "inspect_metrics(web_server)",
          "reward": 0.0,
          "summary": "Inspected metrics for web_server."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "misleading_web_500_db_rootcause",
      "metrics": {
        "total_steps": 8,
        "invalid_actions": 0,
        "repeated_actions": 4,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(web_server)",
          "reward": 0.1,
          "summary": "Inspected logs for web_server."
        },
        {
          "step": 2,
          "action": "inspect_metrics(database)",
          "reward": 0.1,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 3,
          "action": "inspect_logs(database)",
          "reward": 0.0,
          "summary": "Inspected logs for database."
        },
        {
          "step": 4,
          "action": "inspect_metrics(database)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 5,
          "action": "inspect_metrics(web_server)",
          "reward": 0.0,
          "summary": "Inspected metrics for web_server."
        },
        {
          "step": 6,
          "action": "inspect_metrics(database)",
          "reward": -0.05000000000000002,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 7,
          "action": "inspect_logs(database)",
          "reward": -0.05000000000000002,
          "summary": "Inspected logs for database."
        },
        {
          "step": 8,
          "action": "inspect_metrics(database)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for database."
        }
      ]
    },
    {
      "task_id": "web_cache_host_misconfig",
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 1,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.3333333333333333,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(cache)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for cache."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "cascading_db_latency",
      "metrics": {
        "total_steps": 7,
        "invalid_actions": 0,
        "repeated_actions": 5,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.6666666666666666,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(database)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 2,
          "action": "inspect_logs(database)",
          "reward": 0.06666666666666667,
          "summary": "Inspected logs for database."
        },
        {
          "step": 3,
          "action": "inspect_metrics(database)",
          "reward": -0.05,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 4,
          "action": "inspect_logs(database)",
          "reward": -0.05,
          "summary": "Inspected logs for database."
        },
        {
          "step": 5,
          "action": "inspect_metrics(database)",
          "reward": -0.05000000000000002,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 6,
          "action": "inspect_logs(database)",
          "reward": -0.04999999999999999,
          "summary": "Inspected logs for database."
        },
        {
          "step": 7,
          "action": "inspect_metrics(database)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for database."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "cache_disabled_config_regression",
      "metrics": {
        "total_steps": 2,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 1,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.3333333333333333,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(cache)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 2,
          "action": "inspect_config(cache)",
          "reward": 0.0,
          "summary": "Inspected config for cache."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "misleading_queue_backlog_db_rootcause",
      "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": "inspect_metrics(message_queue)",
          "reward": 0.0,
          "summary": "Inspected metrics for message_queue."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "misleading_lb_502_cache_rootcause",
      "metrics": {
        "total_steps": 8,
        "invalid_actions": 0,
        "repeated_actions": 2,
        "evidence_actions": 3,
        "remediation_actions": 1,
        "wrong_remediations": 0,
        "distractor_failures": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.35
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(load_balancer)",
          "reward": 0.06666666666666667,
          "summary": "Inspected logs for load_balancer."
        },
        {
          "step": 2,
          "action": "inspect_logs(web_server)",
          "reward": 0.06666666666666667,
          "summary": "Inspected logs for web_server."
        },
        {
          "step": 3,
          "action": "check_status(cache)",
          "reward": 0.06666666666666668,
          "summary": "cache status is crashed."
        },
        {
          "step": 4,
          "action": "inspect_logs(cache)",
          "reward": 0.0,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 5,
          "action": "inspect_metrics(cache)",
          "reward": 0.0,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 6,
          "action": "inspect_logs(cache)",
          "reward": -0.04999999999999999,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 7,
          "action": "check_status(cache)",
          "reward": -0.05000000000000002,
          "summary": "cache status is crashed."
        },
        {
          "step": 8,
          "action": "restart_service(cache)",
          "reward": 0.24999999999999997,
          "summary": "Restarted cache."
        }
      ]
    },
    {
      "task_id": "load_balancer_bad_backend_weight",
      "metrics": {
        "total_steps": 0,
        "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": [],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    }
  ],
  "baseline": "prompting",
  "model": "openai/gpt-5-mini",
  "run_kind": "llm",
  "command_hint": "python eval/run_eval.py --agent prompting --model openai/gpt-5-mini --episodes 1 --output prompting_openai_gpt-5-mini_episodes1.json"
}