Blog 3 JSON
summary.json
blog_cheap_sweep/summary.json / 344.8 KB
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"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "restart_service(web_server)",
"reward": 0.25,
"summary": "Restarted web_server."
},
{
"step": 2,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666665,
"summary": "Inspected metrics for web_server."
},
{
"step": 3,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 10)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 5,
"action": "resolve_incident(web timeout misconfiguration, restart cache)",
"reward": -0.19999999999999998,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"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(cache crashed, increase web timeout)",
"reward": -0.19999999999999998,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(cache crashed, restart cache)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 3,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_config(web_server, TTL_SECONDS)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 2,
"action": "check_status(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "resolve_incident(unknown root cause, increase web timeout)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(web timeout misconfiguration, no fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "update_config(cache, TTL_SECONDS, 5000)",
"reward": -0.15,
"summary": "Updated cache config, but the incident persists."
},
{
"step": 2,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 7,
"invalid_actions": 4,
"repeated_actions": 1,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "restart_service(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 2,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
},
{
"step": 3,
"action": "update_config(queue, UNKNOWN, 100)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 4,
"action": "restart_service(queue)",
"reward": -0.1,
"summary": "Invalid action."
},
{
"step": 5,
"action": "check_status(queue)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 6,
"action": "restart_service(web_server)",
"reward": -0.25,
"summary": "Restarted web_server, but the incident persists."
},
{
"step": 7,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0,
"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(queue)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 6,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 7,
"action": "inspect_config(queue)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 8,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"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(web timeout misconfiguration, restart cache)",
"reward": -0.19999999999999998,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 8,
"invalid_actions": 3,
"repeated_actions": 2,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_config(web_server, TTL_SECONDS)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "update_config(queue, UNKNOWN, 300)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "inspect_config(web_server, TTL_SECONDS)",
"reward": -0.05000000000000002,
"summary": "Inspected config for web_server."
},
{
"step": 7,
"action": "restart_service(queue)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 8,
"action": "inspect_metrics(queue)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 1,
"evidence_actions": 1,
"remediation_actions": 2,
"wrong_remediations": 2,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "restart_service(cache)",
"reward": -0.15,
"summary": "Restarted cache, but the incident persists."
},
{
"step": 2,
"action": "check_status(queue)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 3,
"action": "restart_service(cache)",
"reward": -0.2,
"summary": "Restarted cache, but the incident persists."
},
{
"step": 4,
"action": "inspect_config(queue, DB_POOL_SIZE)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": 0.10000000000000003,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
},
{
"step": 7,
"action": "inspect_config(web_server, DB_POOL_SIZE)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 8,
"action": "resolve_incident(web timeout misconfiguration, increase web timeout)",
"reward": -0.20000000000000007,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 1,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 2,
"action": "inspect_config(queue, TTL_SECONDS)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
},
{
"step": 4,
"action": "inspect_logs(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_logs(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for cache."
},
{
"step": 6,
"action": "inspect_config(web_server, DB_POOL_SIZE)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 7,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"step": 8,
"action": "resolve_incident(web timeout misconfiguration, restart cache)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
},
{
"step": 2,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 7,
"invalid_actions": 2,
"repeated_actions": 1,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "update_config(queue, UNKNOWN, 5000)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"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)",
"reward": -0.15000000000000002,
"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": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 7,
"action": "resolve_incident(database pool exhaustion, increase database pool)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(web timeout misconfiguration, restart cache)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_config(database, UNKNOWN)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 2,
"action": "check_status(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "restart_service(database)",
"reward": -0.15000000000000002,
"summary": "Restarted database, but the incident persists."
},
{
"step": 5,
"action": "resolve_incident(cache crashed, restart cache)",
"reward": -0.20000000000000004,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "restart_service(cache)",
"reward": -0.25,
"summary": "Restarted cache, but the incident persists."
},
{
"step": 2,
"action": "resolve_incident(web timeout misconfiguration, increase web timeout)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 8,
"invalid_actions": 3,
"repeated_actions": 2,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "restart_service(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 2,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 3,
"action": "restart_service(queue)",
"reward": -0.10000000000000002,
"summary": "Invalid action."
},
{
"step": 4,
"action": "inspect_config(web_server, TTL_SECONDS)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 5,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
},
{
"step": 6,
"action": "restart_service(queue)",
"reward": -0.09999999999999998,
"summary": "Invalid action."
},
{
"step": 7,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 8,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(web timeout misconfiguration, no fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 3,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "restart_service(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(web timeout misconfiguration, no fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 8,
"invalid_actions": 3,
"repeated_actions": 1,
"evidence_actions": 0,
"remediation_actions": 2,
"wrong_remediations": 2,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
},
{
"step": 2,
"action": "inspect_metrics(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "update_config(queue, UNKNOWN, 5000)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 4,
"action": "restart_service(web_server)",
"reward": -0.24999999999999997,
"summary": "Restarted web_server, but the incident persists."
},
{
"step": 5,
"action": "check_status(database)",
"reward": -0.050000000000000044,
"summary": "database status is healthy."
},
{
"step": 6,
"action": "restart_service(database)",
"reward": -0.25,
"summary": "Restarted database, but the incident persists."
},
{
"step": 7,
"action": "inspect_config(queue, DB_POOL_SIZE)",
"reward": -0.050000000000000044,
"summary": "Invalid action."
},
{
"step": 8,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(cache crashed, increase web timeout)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 4,
"invalid_actions": 2,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 2,
"action": "update_config(queue, UNKNOWN, 5000)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "check_status(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 4,
"action": "resolve_incident(web timeout misconfiguration, restart cache)",
"reward": -0.20000000000000004,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 6,
"invalid_actions": 2,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "restart_service(database)",
"reward": -0.15,
"summary": "Restarted database, but the incident persists."
},
{
"step": 2,
"action": "inspect_logs(queue)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 3,
"action": "inspect_config(database, TTL_SECONDS)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "update_config(queue, UNKNOWN, 300)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 6,
"action": "resolve_incident(cache crashed, restart cache)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "update_config(web_server, TIMEOUT_MS, 5000)",
"reward": -0.15,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 2,
"action": "resolve_incident(unknown root cause, increase database pool)",
"reward": -0.19999999999999998,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_config(cache, TIMEOUT_MS)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 2,
"action": "inspect_config(cache, UNKNOWN)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "inspect_config(database, TIMEOUT_MS)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 5,
"action": "inspect_metrics(web_server)",
"reward": 0.1,
"summary": "Inspected metrics for web_server."
},
{
"step": 6,
"action": "update_config(queue, UNKNOWN, 100)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 7,
"action": "inspect_config(web_server, TTL_SECONDS)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 8,
"action": "inspect_logs(queue)",
"reward": -0.05,
"summary": "Invalid action."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "update_config(web_server, TIMEOUT_MS, 100)",
"reward": -0.15,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 2,
"action": "resolve_incident(unknown root cause, no fix)",
"reward": -0.19999999999999998,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 2,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"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_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 4,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 5,
"action": "inspect_config(web_server, UNKNOWN)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 6,
"action": "inspect_config(queue)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 7,
"action": "inspect_metrics(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for web_server."
},
{
"step": 8,
"action": "resolve_incident(database pool exhaustion, increase database pool)",
"reward": -0.20000000000000004,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"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."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"step": 2,
"action": "restart_service(database)",
"reward": -0.25,
"summary": "Restarted database, but the incident persists."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "inspect_logs(queue)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "resolve_incident(cache crashed, increase web timeout)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_config(web_server, UNKNOWN)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 2,
"action": "resolve_incident(cache crashed, increase web timeout)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"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, DB_POOL_SIZE)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 4,
"action": "inspect_config(web_server, TTL_SECONDS)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 5,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(cache crashed, increase web timeout)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 2,
"wrong_remediations": 2,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "restart_service(database)",
"reward": -0.15,
"summary": "Restarted database, but the incident persists."
},
{
"step": 2,
"action": "inspect_logs(queue)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 3,
"action": "update_config(web_server, TIMEOUT_MS, 300)",
"reward": -0.14999999999999997,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 4,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(unknown root cause, no fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 3,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "update_config(queue, UNKNOWN, 100)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 2,
"action": "inspect_metrics(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "update_config(queue, UNKNOWN, 300)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 5,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(database pool exhaustion, no fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 2,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_config(queue, TTL_SECONDS)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 2,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 6,
"repeated_actions": 1,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 2,
"action": "inspect_logs(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "update_config(queue, UNKNOWN, 300)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 4,
"action": "inspect_config(queue, UNKNOWN)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
},
{
"step": 7,
"action": "check_status(queue)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 8,
"action": "inspect_logs(queue)",
"reward": -0.09999999999999998,
"summary": "Invalid action."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"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": "web_timeout_misconfig",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(cache crashed, increase database pool)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 1,
"repeated_actions": 1,
"evidence_actions": 1,
"remediation_actions": 4,
"wrong_remediations": 4,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "update_config(database, DB_POOL_SIZE, 10)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"step": 4,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
},
{
"step": 5,
"action": "update_config(web_server, TIMEOUT_MS, 10)",
"reward": -0.15,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 6,
"action": "update_config(web_server, TIMEOUT_MS, 10)",
"reward": -0.19999999999999993,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 7,
"action": "restart_service(queue)",
"reward": -0.050000000000000044,
"summary": "Invalid action."
},
{
"step": 8,
"action": "restart_service(database)",
"reward": -0.2500000000000001,
"summary": "Restarted database, but the incident persists."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"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(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
},
{
"step": 5,
"action": "resolve_incident(database pool exhaustion, no fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 2,
"wrong_remediations": 2,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "restart_service(database)",
"reward": -0.15,
"summary": "Restarted database, but the incident persists."
},
{
"step": 2,
"action": "update_config(web_server, TIMEOUT_MS, 10)",
"reward": -0.15,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 3,
"action": "inspect_config(cache, TTL_SECONDS)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 4,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
},
{
"step": 5,
"action": "resolve_incident(unknown root cause, no fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 3,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "restart_service(cache)",
"reward": -0.25,
"summary": "Restarted cache, but the incident persists."
},
{
"step": 2,
"action": "update_config(queue, UNKNOWN, 300)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 3,
"action": "resolve_incident(cache crashed, restart cache)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
},
{
"step": 2,
"action": "inspect_config(database, UNKNOWN)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 3,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 6,
"invalid_actions": 2,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_config(queue, UNKNOWN)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "restart_service(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 300)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 5,
"action": "inspect_config(cache, TIMEOUT_MS)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "resolve_incident(cache crashed, increase web timeout)",
"reward": -0.20000000000000004,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 3,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "update_config(web_server, TIMEOUT_MS, 300)",
"reward": -0.15,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 2,
"action": "check_status(queue)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 3,
"action": "resolve_incident(cache crashed, no fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "update_config(database, DB_POOL_SIZE, 5000)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 4,
"action": "resolve_incident(web timeout misconfiguration, no fix)",
"reward": 0.05,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 1,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"step": 2,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 3,
"action": "check_status(cache)",
"reward": -0.05,
"summary": "cache status is healthy."
},
{
"step": 4,
"action": "inspect_logs(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 1,
"evidence_actions": 0,
"remediation_actions": 2,
"wrong_remediations": 2,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "restart_service(cache)",
"reward": -0.25,
"summary": "Restarted cache, but the incident persists."
},
{
"step": 3,
"action": "restart_service(queue)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 4,
"action": "restart_service(cache)",
"reward": -0.3,
"summary": "Restarted cache, but the incident persists."
},
{
"step": 5,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 2,
"wrong_remediations": 2,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "update_config(cache, TTL_SECONDS, 5000)",
"reward": -0.15,
"summary": "Updated cache config, but the incident persists."
},
{
"step": 2,
"action": "inspect_metrics(queue)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 3,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
},
{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 5000)",
"reward": -0.14999999999999997,
"summary": "Updated database config, but the incident persists."
},
{
"step": 5,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666665,
"summary": "Inspected logs for web_server."
},
{
"step": 6,
"action": "inspect_config(queue, DB_POOL_SIZE)",
"reward": -0.050000000000000044,
"summary": "Invalid action."
},
{
"step": 7,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 8,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 6,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 2,
"wrong_remediations": 2,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
},
{
"step": 2,
"action": "inspect_config(web_server, DB_POOL_SIZE)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(database, DB_POOL_SIZE, 300)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 100)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 5,
"action": "inspect_logs(queue)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 6,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 8,
"invalid_actions": 1,
"repeated_actions": 1,
"evidence_actions": 0,
"remediation_actions": 3,
"wrong_remediations": 3,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "update_config(web_server, TIMEOUT_MS, 300)",
"reward": -0.15,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 2,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"step": 3,
"action": "inspect_logs(queue)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 4,
"action": "check_status(web_server)",
"reward": -0.04999999999999999,
"summary": "web_server status is healthy."
},
{
"step": 5,
"action": "restart_service(web_server)",
"reward": -0.25,
"summary": "Restarted web_server, but the incident persists."
},
{
"step": 6,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 7,
"action": "update_config(database, DB_POOL_SIZE, 300)",
"reward": -0.1499999999999999,
"summary": "Updated database config, but the incident persists."
},
{
"step": 8,
"action": "resolve_incident(unknown root cause, no fix)",
"reward": -0.20000000000000007,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"step": 2,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 3,
"action": "restart_service(web_server)",
"reward": -0.25,
"summary": "Restarted web_server, but the incident persists."
},
{
"step": 4,
"action": "check_status(web_server)",
"reward": -0.04999999999999999,
"summary": "web_server status is healthy."
},
{
"step": 5,
"action": "inspect_logs(database)",
"reward": 0.06666666666666665,
"summary": "Inspected logs for database."
},
{
"step": 6,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 6,
"invalid_actions": 2,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 2,
"action": "inspect_config(database, TIMEOUT_MS)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 3,
"action": "check_status(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 4,
"action": "update_config(queue, UNKNOWN, 300)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 6,
"action": "resolve_incident(unknown root cause, increase web timeout)",
"reward": -0.20000000000000007,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "restart_service(web_server)",
"reward": -0.15,
"summary": "Restarted web_server, but the incident persists."
},
{
"step": 2,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(database pool exhaustion, increase web timeout)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 3,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_config(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 2,
"action": "restart_service(database)",
"reward": -0.25,
"summary": "Restarted database, but the incident persists."
},
{
"step": 3,
"action": "resolve_incident(cache crashed, increase web timeout)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
}
],
"baseline": "random",
"model": "deterministic/random",
"run_kind": "deterministic",
"command_hint": "python eval/run_eval.py --agent random --episodes 5 --output random_episodes5.json"
},
{
"agent": "scripted",
"episodes_per_task": 5,
"seed": 0,
"model_override": null,
"base_url_override": null,
"difficulty": null,
"overall": {
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"mean_reward": 0.9455555555555556,
"mean_steps": 4.466666666666667,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"by_task": {
"cache_crash": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"database_disk_full": {
"success_rate": 1,
"mean_reward": 0.9500000000000001,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_memory_pressure": {
"success_rate": 1,
"mean_reward": 0.9500000000000001,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_pool_exhaustion": {
"success_rate": 1,
"mean_reward": 0.9500000000000001,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_latency_degradation": {
"success_rate": 1,
"mean_reward": 0.9500000000000001,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
"success_rate": 1,
"mean_reward": 0.9500000000000001,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_saturation": {
"success_rate": 1,
"mean_reward": 0.9500000000000001,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_eviction_storm": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_query_timeout_low": {
"success_rate": 1,
"mean_reward": 0.9500000000000001,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_timeout_misconfig": {
"success_rate": 1,
"mean_reward": 0.9500000000000001,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"misleading_web_500_db_rootcause": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_cache_host_misconfig": {
"success_rate": 1,
"mean_reward": 0.9444444444444444,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
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{
"step": 3,
"action": "update_config(database, DISK_QUOTA_GB, 200)",
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{
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{
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"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
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{
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"action": "inspect_config(cache, MAX_MEMORY_MB)",
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"summary": "Inspected config for cache."
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{
"step": 3,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
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"summary": "Updated cache config MAX_MEMORY_MB."
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{
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"action": "inspect_config(cache, MAX_MEMORY_MB)",
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"summary": "Inspected config for cache."
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{
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"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
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"summary": "Updated cache config MAX_MEMORY_MB."
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"summary": "Inspected config for cache."
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{
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"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
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"summary": "Updated cache config MAX_MEMORY_MB."
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{
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"trajectory": [
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"step": 1,
"action": "inspect_logs(web_server)",
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"action": "inspect_metrics(database)",
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{
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"action": "update_config(database, DB_POOL_SIZE, 100)",
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"summary": "Updated database config DB_POOL_SIZE."
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{
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"action": "resolve_incident(database connection pool exhaustion, increase database pool size)",
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{
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"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
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"evidence_coverage": 1,
"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": "update_config(database, DB_POOL_SIZE, 100)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 4,
"action": "resolve_incident(database connection pool exhaustion, increase database pool size)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"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": "update_config(database, DB_POOL_SIZE, 100)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 4,
"action": "resolve_incident(database connection pool exhaustion, increase database pool size)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"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": "update_config(database, DB_POOL_SIZE, 100)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 4,
"action": "resolve_incident(database connection pool exhaustion, increase database pool size)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"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": "update_config(database, DB_POOL_SIZE, 100)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 4,
"action": "resolve_incident(database connection pool exhaustion, increase database pool size)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache, TTL_SECONDS)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, TTL_SECONDS, 300)",
"reward": 0.25,
"summary": "Updated cache config TTL_SECONDS."
},
{
"step": 4,
"action": "resolve_incident(cache TTL config too low, increase cache TTL)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache, TTL_SECONDS)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, TTL_SECONDS, 300)",
"reward": 0.25,
"summary": "Updated cache config TTL_SECONDS."
},
{
"step": 4,
"action": "resolve_incident(cache TTL config too low, increase cache TTL)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache, TTL_SECONDS)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, TTL_SECONDS, 300)",
"reward": 0.25,
"summary": "Updated cache config TTL_SECONDS."
},
{
"step": 4,
"action": "resolve_incident(cache TTL config too low, increase cache TTL)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache, TTL_SECONDS)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, TTL_SECONDS, 300)",
"reward": 0.25,
"summary": "Updated cache config TTL_SECONDS."
},
{
"step": 4,
"action": "resolve_incident(cache TTL config too low, increase cache TTL)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache, TTL_SECONDS)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, TTL_SECONDS, 300)",
"reward": 0.25,
"summary": "Updated cache config TTL_SECONDS."
},
{
"step": 4,
"action": "resolve_incident(cache TTL config too low, increase cache TTL)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "update_config(database, INDEX_ORDERS_USER_ID, True)",
"reward": 0.25,
"summary": "Updated database config INDEX_ORDERS_USER_ID."
},
{
"step": 4,
"action": "resolve_incident(database missing index causing slow queries, add database index)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "update_config(database, INDEX_ORDERS_USER_ID, True)",
"reward": 0.25,
"summary": "Updated database config INDEX_ORDERS_USER_ID."
},
{
"step": 4,
"action": "resolve_incident(database missing index causing slow queries, add database index)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "update_config(database, INDEX_ORDERS_USER_ID, True)",
"reward": 0.25,
"summary": "Updated database config INDEX_ORDERS_USER_ID."
},
{
"step": 4,
"action": "resolve_incident(database missing index causing slow queries, add database index)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "update_config(database, INDEX_ORDERS_USER_ID, True)",
"reward": 0.25,
"summary": "Updated database config INDEX_ORDERS_USER_ID."
},
{
"step": 4,
"action": "resolve_incident(database missing index causing slow queries, add database index)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "update_config(database, INDEX_ORDERS_USER_ID, True)",
"reward": 0.25,
"summary": "Updated database config INDEX_ORDERS_USER_ID."
},
{
"step": 4,
"action": "resolve_incident(database missing index causing slow queries, add database index)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.1,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_config(web_server, MAX_WORKERS)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(web_server, MAX_WORKERS, 32)",
"reward": 0.25,
"summary": "Updated web_server config MAX_WORKERS."
},
{
"step": 4,
"action": "resolve_incident(web server worker pool too small, increase web worker pool)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.1,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_config(web_server, MAX_WORKERS)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(web_server, MAX_WORKERS, 32)",
"reward": 0.25,
"summary": "Updated web_server config MAX_WORKERS."
},
{
"step": 4,
"action": "resolve_incident(web server worker pool too small, increase web worker pool)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.1,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_config(web_server, MAX_WORKERS)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(web_server, MAX_WORKERS, 32)",
"reward": 0.25,
"summary": "Updated web_server config MAX_WORKERS."
},
{
"step": 4,
"action": "resolve_incident(web server worker pool too small, increase web worker pool)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.1,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_config(web_server, MAX_WORKERS)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(web_server, MAX_WORKERS, 32)",
"reward": 0.25,
"summary": "Updated web_server config MAX_WORKERS."
},
{
"step": 4,
"action": "resolve_incident(web server worker pool too small, increase web worker pool)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
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"success": true,
"final_reward": 0.9500000000000001
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.1,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_config(web_server, MAX_WORKERS)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(web_server, MAX_WORKERS, 32)",
"reward": 0.25,
"summary": "Updated web_server config MAX_WORKERS."
},
{
"step": 4,
"action": "resolve_incident(web server worker pool too small, increase web worker pool)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
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{
"step": 2,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 3,
"action": "inspect_config(cache, MAX_MEMORY_MB)",
"reward": 0.06666666666666668,
"summary": "Inspected config for cache."
},
{
"step": 4,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 5,
"action": "resolve_incident(cache eviction storm due to low memory, increase cache memory)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
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{
"step": 2,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 3,
"action": "inspect_config(cache, MAX_MEMORY_MB)",
"reward": 0.06666666666666668,
"summary": "Inspected config for cache."
},
{
"step": 4,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 5,
"action": "resolve_incident(cache eviction storm due to low memory, increase cache memory)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
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{
"step": 2,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 3,
"action": "inspect_config(cache, MAX_MEMORY_MB)",
"reward": 0.06666666666666668,
"summary": "Inspected config for cache."
},
{
"step": 4,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 5,
"action": "resolve_incident(cache eviction storm due to low memory, increase cache memory)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
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"success": true,
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"trajectory": [
{
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"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
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{
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"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
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{
"step": 3,
"action": "inspect_config(cache, MAX_MEMORY_MB)",
"reward": 0.06666666666666668,
"summary": "Inspected config for cache."
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{
"step": 4,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
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"summary": "Updated cache config MAX_MEMORY_MB."
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{
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"action": "resolve_incident(cache eviction storm due to low memory, increase cache memory)",
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"summary": "Incident resolved."
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{
"task_id": "cache_eviction_storm",
"metrics": {
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"reward": 0.06666666666666667,
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{
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"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
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{
"step": 3,
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"reward": 0.06666666666666668,
"summary": "Inspected config for cache."
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{
"step": 4,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
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"summary": "Updated cache config MAX_MEMORY_MB."
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{
"step": 5,
"action": "resolve_incident(cache eviction storm due to low memory, increase cache memory)",
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"summary": "Incident resolved."
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{
"task_id": "db_query_timeout_low",
"metrics": {
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"summary": "Inspected logs for database."
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{
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"action": "inspect_config(database, QUERY_TIMEOUT_MS)",
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"summary": "Inspected config for database."
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{
"step": 3,
"action": "update_config(database, QUERY_TIMEOUT_MS, 5000)",
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"summary": "Updated database config QUERY_TIMEOUT_MS."
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{
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"action": "resolve_incident(database query timeout configuration too low, increase database query timeout)",
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"summary": "Incident resolved."
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{
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{
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"summary": "Inspected config for database."
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{
"step": 3,
"action": "update_config(database, QUERY_TIMEOUT_MS, 5000)",
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"summary": "Updated database config QUERY_TIMEOUT_MS."
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{
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"action": "resolve_incident(database query timeout configuration too low, increase database query timeout)",
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"summary": "Incident resolved."
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{
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"metrics": {
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{
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"summary": "Inspected config for database."
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{
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"summary": "Updated database config QUERY_TIMEOUT_MS."
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{
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"summary": "Incident resolved."
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{
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{
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"reward": 0.1,
"summary": "Inspected config for database."
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{
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"summary": "Updated database config QUERY_TIMEOUT_MS."
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{
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"summary": "Incident resolved."
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{
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"metrics": {
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"reward": 0.1,
"summary": "Inspected logs for database."
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{
"step": 2,
"action": "inspect_config(database, QUERY_TIMEOUT_MS)",
"reward": 0.1,
"summary": "Inspected config for database."
},
{
"step": 3,
"action": "update_config(database, QUERY_TIMEOUT_MS, 5000)",
"reward": 0.25,
"summary": "Updated database config QUERY_TIMEOUT_MS."
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{
"step": 4,
"action": "resolve_incident(database query timeout configuration too low, increase database query timeout)",
"reward": 0.5,
"summary": "Incident resolved."
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{
"task_id": "web_timeout_misconfig",
"metrics": {
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"success": true,
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"trajectory": [
{
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"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_config(web_server, TIMEOUT_MS)",
"reward": 0.1,
"summary": "Inspected config for web_server."
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{
"step": 3,
"action": "update_config(web_server, TIMEOUT_MS, 5000)",
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"summary": "Updated web_server config TIMEOUT_MS."
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{
"step": 4,
"action": "resolve_incident(web server timeout configuration too low, increase web timeout)",
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{
"task_id": "web_timeout_misconfig",
"metrics": {
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{
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"reward": 0.1,
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{
"step": 2,
"action": "inspect_config(web_server, TIMEOUT_MS)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(web_server, TIMEOUT_MS, 5000)",
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"summary": "Updated web_server config TIMEOUT_MS."
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{
"step": 4,
"action": "resolve_incident(web server timeout configuration too low, increase web timeout)",
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"summary": "Incident resolved."
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{
"task_id": "web_timeout_misconfig",
"metrics": {
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{
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"reward": 0.1,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_config(web_server, TIMEOUT_MS)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(web_server, TIMEOUT_MS, 5000)",
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"summary": "Updated web_server config TIMEOUT_MS."
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{
"step": 4,
"action": "resolve_incident(web server timeout configuration too low, increase web timeout)",
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"summary": "Incident resolved."
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{
"task_id": "web_timeout_misconfig",
"metrics": {
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"trajectory": [
{
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"reward": 0.1,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_config(web_server, TIMEOUT_MS)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(web_server, TIMEOUT_MS, 5000)",
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"summary": "Updated web_server config TIMEOUT_MS."
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{
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"summary": "Incident resolved."
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{
"task_id": "web_timeout_misconfig",
"metrics": {
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{
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"reward": 0.1,
"summary": "Inspected logs for web_server."
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{
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"action": "inspect_config(web_server, TIMEOUT_MS)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(web_server, TIMEOUT_MS, 5000)",
"reward": 0.25,
"summary": "Updated web_server config TIMEOUT_MS."
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{
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"action": "resolve_incident(web server timeout configuration too low, increase web timeout)",
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"summary": "Incident resolved."
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{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
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"success": true,
"final_reward": 0.9375
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{
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"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_config(database, DB_POOL_SIZE)",
"reward": 0,
"summary": "Inspected config for database."
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{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 150)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
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{
"step": 5,
"action": "resolve_incident(database saturation causing web failures, increase database pool size)",
"reward": 0.4875,
"summary": "Incident resolved."
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{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
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"success": true,
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"trajectory": [
{
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"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_config(database, DB_POOL_SIZE)",
"reward": 0,
"summary": "Inspected config for database."
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{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 150)",
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"summary": "Updated database config DB_POOL_SIZE."
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{
"step": 5,
"action": "resolve_incident(database saturation causing web failures, increase database pool size)",
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"summary": "Incident resolved."
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},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
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"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_config(database, DB_POOL_SIZE)",
"reward": 0,
"summary": "Inspected config for database."
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{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 150)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
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{
"step": 5,
"action": "resolve_incident(database saturation causing web failures, increase database pool size)",
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"summary": "Incident resolved."
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},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
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"success": true,
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"evidence_coverage": 1,
"trajectory": [
{
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"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_config(database, DB_POOL_SIZE)",
"reward": 0,
"summary": "Inspected config for database."
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{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 150)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
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{
"step": 5,
"action": "resolve_incident(database saturation causing web failures, increase database pool size)",
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"summary": "Incident resolved."
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{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
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"success": true,
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"evidence_coverage": 1,
"trajectory": [
{
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"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_config(database, DB_POOL_SIZE)",
"reward": 0,
"summary": "Inspected config for database."
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{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 150)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
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{
"step": 5,
"action": "resolve_incident(database saturation causing web failures, increase database pool size)",
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"summary": "Incident resolved."
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},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
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"final_reward": 0.9444444444444444
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"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_config(web_server, CACHE_HOST)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
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{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
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{
"step": 4,
"action": "update_config(web_server, CACHE_HOST, cache.internal)",
"reward": 0.25,
"summary": "Updated web_server config CACHE_HOST."
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{
"step": 5,
"action": "resolve_incident(web server cache host configuration is wrong, update web cache host)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
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{
"task_id": "web_cache_host_misconfig",
"metrics": {
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{
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"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_config(web_server, CACHE_HOST)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
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{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
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{
"step": 4,
"action": "update_config(web_server, CACHE_HOST, cache.internal)",
"reward": 0.25,
"summary": "Updated web_server config CACHE_HOST."
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{
"step": 5,
"action": "resolve_incident(web server cache host configuration is wrong, update web cache host)",
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"summary": "Incident resolved."
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{
"task_id": "web_cache_host_misconfig",
"metrics": {
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"evidence_coverage": 1,
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{
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"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_config(web_server, CACHE_HOST)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
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{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
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{
"step": 4,
"action": "update_config(web_server, CACHE_HOST, cache.internal)",
"reward": 0.25,
"summary": "Updated web_server config CACHE_HOST."
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{
"step": 5,
"action": "resolve_incident(web server cache host configuration is wrong, update web cache host)",
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"summary": "Incident resolved."
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{
"task_id": "web_cache_host_misconfig",
"metrics": {
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"trajectory": [
{
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"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_config(web_server, CACHE_HOST)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
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{
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"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
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{
"step": 4,
"action": "update_config(web_server, CACHE_HOST, cache.internal)",
"reward": 0.25,
"summary": "Updated web_server config CACHE_HOST."
},
{
"step": 5,
"action": "resolve_incident(web server cache host configuration is wrong, update web cache host)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_config(web_server, CACHE_HOST)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "update_config(web_server, CACHE_HOST, cache.internal)",
"reward": 0.25,
"summary": "Updated web_server config CACHE_HOST."
},
{
"step": 5,
"action": "resolve_incident(web server cache host configuration is wrong, update web cache host)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
},
{
"step": 5,
"action": "resolve_incident(database read latency causing cascading service latency, enable database read replica)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
},
{
"step": 5,
"action": "resolve_incident(database read latency causing cascading service latency, enable database read replica)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
},
{
"step": 5,
"action": "resolve_incident(database read latency causing cascading service latency, enable database read replica)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
},
{
"step": 5,
"action": "resolve_incident(database read latency causing cascading service latency, enable database read replica)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
},
{
"step": 5,
"action": "resolve_incident(database read latency causing cascading service latency, enable database read replica)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 5,
"action": "resolve_incident(web server cache usage disabled by configuration regression, enable web cache)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 5,
"action": "resolve_incident(web server cache usage disabled by configuration regression, enable web cache)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 5,
"action": "resolve_incident(web server cache usage disabled by configuration regression, enable web cache)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 5,
"action": "resolve_incident(web server cache usage disabled by configuration regression, enable web cache)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 5,
"action": "resolve_incident(web server cache usage disabled by configuration regression, enable web cache)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
}
],
"baseline": "scripted",
"model": "deterministic/scripted",
"run_kind": "deterministic",
"command_hint": "python eval/run_eval.py --agent scripted --episodes 5 --output scripted_episodes5.json"
},
{
"agent": "prompting",
"episodes_per_task": 1,
"seed": 0,
"model_override": "openai/gpt-5-mini",
"base_url_override": null,
"difficulty": null,
"overall": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 3.7333333333333334,
"invalid_action_rate": 0,
"evidence_coverage": 0.6333333333333333,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"by_task": {
"cache_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"database_disk_full": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_memory_pressure": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_pool_exhaustion": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 3,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_latency_degradation": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 2,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_saturation": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 3,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_eviction_storm": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_query_timeout_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 2,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_timeout_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"misleading_web_500_db_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 3,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_cache_host_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cascading_db_latency": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_disabled_config_regression": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
}
},
"records": [
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 3,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "check_status(cache)",
"reward": 0.06666666666666667,
"summary": "cache status is crashed."
},
{
"step": 3,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for cache."
},
{
"step": 4,
"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."
},
{
"step": 6,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
},
{
"step": 7,
"action": "inspect_logs(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for cache."
},
{
"step": 8,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": -0.05,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"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."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "inspect_config(cache, MAX_MEMORY_MB)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "inspect_config(cache, MAX_MEMORY_MB)",
"reward": -0.05000000000000002,
"summary": "Inspected config for cache."
},
{
"step": 7,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 8,
"action": "inspect_config(cache, MAX_MEMORY_MB)",
"reward": -0.04999999999999999,
"summary": "Inspected config for cache."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"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,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"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."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"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,
"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": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 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": "db_query_timeout_low",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 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": "web_timeout_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_logs(web_server)",
"reward": -0.05,
"summary": "Inspected logs for web_server."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "inspect_logs(web_server)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for web_server."
},
{
"step": 7,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 8,
"action": "inspect_logs(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for web_server."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"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,
"summary": "Inspected logs for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 0,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [],
"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,
"premature_resolutions": 0,
"success": false,
"final_reward": 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": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 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"
}
],
"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"
},
{
"agent": "react",
"episodes_per_task": 1,
"seed": 0,
"model_override": "openai/gpt-5-mini",
"base_url_override": null,
"difficulty": null,
"overall": {
"success_rate": 0,
"mean_reward": 0.04,
"mean_steps": 4.4,
"invalid_action_rate": 0.15151515151515152,
"evidence_coverage": 0.8111111111111111,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"by_task": {
"cache_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 5,
"invalid_action_rate": 0.2,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 6,
"invalid_action_rate": 0.3333333333333333,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"database_disk_full": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 3,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_memory_pressure": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 3,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_pool_exhaustion": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_latency_degradation": {
"success_rate": 0,
"mean_reward": 0.25,
"mean_steps": 8,
"invalid_action_rate": 0.375,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_saturation": {
"success_rate": 0,
"mean_reward": 0.35,
"mean_steps": 8,
"invalid_action_rate": 0.25,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_eviction_storm": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_query_timeout_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 3,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_timeout_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 3,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"misleading_web_500_db_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_cache_host_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cascading_db_latency": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 6,
"invalid_action_rate": 0.16666666666666666,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_disabled_config_regression": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
}
},
"records": [
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "check_status(cache)",
"reward": 0.06666666666666667,
"summary": "cache status is crashed."
},
{
"step": 3,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for cache."
},
{
"step": 4,
"action": "Thought: Check the cache configuration (memory limits, restart policy, OOM settings) to confirm if it was",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 6,
"invalid_actions": 2,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 3,
"action": "Thought: Check the web_server status to see running worker count",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 4,
"action": "check_status(web_server)",
"reward": 0.0666666666666667,
"summary": "web_server status is degraded."
},
{
"step": 5,
"action": "Thought: Inspect the web_server configuration (worker count, memory/oom settings, recent config changes) to find a misconfiguration causing seg",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 6,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"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_config(database)",
"reward": 0,
"summary": "Inspected config for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"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_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 8,
"invalid_actions": 3,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.25
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "Thought: Low hit rate suggests",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 4,
"action": "Thought: Logs show rapid expirations in the products namespace—check cache configuration (TTL/ev",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "update_config(cache, TTL_SECONDS, 300)",
"reward": 0.24999999999999997,
"summary": "Updated cache config TTL_SECONDS."
},
{
"step": 7,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 8,
"action": "Thought: Metrics unchanged",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "inspect_config(database, indexes)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 3,
"action": "inspect_config(database, schema)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.35
},
"evidence_coverage": 1,
"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,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_config(web_server, max_workers)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "Thought: With max_workers unset, check the web_server runtime status to see current worker count, process usage, and if autoscaling or runtime override is",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"step": 6,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 7,
"action": "Thought: Increase web server concurrency to relieve queueing—bump MAX_WORKERS from",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 8,
"action": "update_config(web_server, MAX_WORKERS, 64)",
"reward": 0.24999999999999997,
"summary": "Updated web_server config MAX_WORKERS."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 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": "db_query_timeout_low",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_config(database)",
"reward": 0.1,
"summary": "Inspected config for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"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_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 6,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 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_config(database, replica_enabled)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "Thought: Check cache metrics for high miss/eviction rates driving",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 6,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 4,
"action": "Thought: Cache is healthy and web USE_CACHE is false after the rollout — enable caching in the web config to restore hit rate. \nAction: update_config(web_server, \"USE_CACHE\", true",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 6,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 7,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
}
],
"baseline": "react",
"model": "openai/gpt-5-mini",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent react --model openai/gpt-5-mini --episodes 1 --output react_openai_gpt-5-mini_episodes1.json"
},
{
"agent": "open_source",
"episodes_per_task": 1,
"seed": 0,
"model_override": "ibm-granite/granite-4.1-8b",
"base_url_override": null,
"difficulty": null,
"overall": {
"success_rate": 0,
"mean_reward": 0.009999999999999998,
"mean_steps": 8.2,
"invalid_action_rate": 0,
"evidence_coverage": 0.5666666666666667,
"wrong_remediation_rate": 0.6666666666666666,
"premature_resolution_rate": 0
},
"by_task": {
"cache_crash": {
"success_rate": 0,
"mean_reward": 0.016666666666666663,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 0,
"mean_reward": 0.1333333333333333,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"database_disk_full": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"premature_resolution_rate": 0
},
"cache_memory_pressure": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 1,
"premature_resolution_rate": 0
},
"db_pool_exhaustion": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 1,
"premature_resolution_rate": 0
},
"cache_latency_degradation": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 1,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_saturation": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 1,
"premature_resolution_rate": 0
},
"cache_eviction_storm": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 1,
"premature_resolution_rate": 0
},
"db_query_timeout_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_timeout_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 1,
"premature_resolution_rate": 0
},
"misleading_web_500_db_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_cache_host_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 9,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 1,
"premature_resolution_rate": 0
},
"cascading_db_latency": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 9,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_disabled_config_regression": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 9,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 1,
"premature_resolution_rate": 0
}
},
"records": [
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 6,
"evidence_actions": 1,
"remediation_actions": 4,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.016666666666666663
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "restart_service(cache)",
"reward": -0.05000000000000002,
"summary": "Restarted cache."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "restart_service(cache)",
"reward": -0.04999999999999999,
"summary": "Restarted cache."
},
{
"step": 7,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 8,
"action": "restart_service(cache)",
"reward": -0.04999999999999999,
"summary": "Restarted cache."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.1333333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": -0.05,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 5,
"action": "inspect_logs(web_server)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for web_server."
},
{
"step": 6,
"action": "inspect_metrics(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for web_server."
},
{
"step": 7,
"action": "inspect_logs(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for web_server."
},
{
"step": 8,
"action": "restart_service(web_server)",
"reward": 0.24999999999999997,
"summary": "Restarted web_server."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 2,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"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": "update_config(database, disk_quota, 80)",
"reward": -0.15000000000000002,
"summary": "Updated database config, but the incident persists."
},
{
"step": 5,
"action": "inspect_logs(database)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for database."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.050000000000000044,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "update_config(database, disk_quota, 80)",
"reward": -0.19999999999999996,
"summary": "Updated database config, but the incident persists."
},
{
"step": 8,
"action": "inspect_logs(database)",
"reward": -0.050000000000000044,
"summary": "Inspected logs for database."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache, max_memory)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "inspect_config(cache, max_memory)",
"reward": -0.05,
"summary": "Inspected config for cache."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "inspect_config(cache, max_memory)",
"reward": -0.04999999999999999,
"summary": "Inspected config for cache."
},
{
"step": 7,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 8,
"action": "update_config(cache, max_memory_pct, 80)",
"reward": -0.15000000000000005,
"summary": "Updated cache config, but the incident persists."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"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,
"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_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 7,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 8,
"action": "update_config(database, max_connections, 60)",
"reward": -0.14999999999999997,
"summary": "Updated database config, but the incident persists."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"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,
"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."
},
{
"step": 8,
"action": "restart_service(cache)",
"reward": -0.15000000000000005,
"summary": "Restarted cache, but the incident persists."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 6,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "inspect_config(database, index)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": -0.05,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "inspect_config(database, index)",
"reward": -0.05,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "inspect_logs(database)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for database."
},
{
"step": 6,
"action": "inspect_config(database, index)",
"reward": -0.04999999999999999,
"summary": "Inspected config for database."
},
{
"step": 7,
"action": "inspect_logs(database)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for database."
},
{
"step": 8,
"action": "inspect_config(database, index)",
"reward": -0.04999999999999999,
"summary": "Inspected config for database."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"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,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "inspect_logs(web_server)",
"reward": -0.05,
"summary": "Inspected logs for web_server."
},
{
"step": 5,
"action": "inspect_metrics(web_server)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for web_server."
},
{
"step": 6,
"action": "inspect_logs(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for web_server."
},
{
"step": 7,
"action": "inspect_metrics(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for web_server."
},
{
"step": 8,
"action": "restart_service(web_server)",
"reward": -0.15000000000000005,
"summary": "Restarted web_server, but the incident persists."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 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."
},
{
"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."
},
{
"step": 8,
"action": "update_config(cache, max_memory_pct, 80)",
"reward": -0.15000000000000005,
"summary": "Updated cache config, but the incident persists."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 6,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0,
"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": -0.05,
"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."
},
{
"step": 8,
"action": "inspect_logs(database)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for database."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 3,
"action": "inspect_config(web_server, upstream_timeout)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(web_server, upstream_timeout, 2000)",
"reward": -0.15,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 5,
"action": "inspect_logs(web_server)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for web_server."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "inspect_logs(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for web_server."
},
{
"step": 8,
"action": "inspect_metrics(web_server)",
"reward": -0.050000000000000044,
"summary": "Inspected metrics for web_server."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 6,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"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(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "inspect_logs(web_server)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for web_server."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "inspect_logs(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for web_server."
},
{
"step": 8,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 9,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(cache, host)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 2,
"action": "update_config(cache, host, cache.example.com)",
"reward": -0.15,
"summary": "Updated cache config, but the incident persists."
},
{
"step": 3,
"action": "inspect_config(cache, host)",
"reward": -0.05000000000000002,
"summary": "Inspected config for cache."
},
{
"step": 4,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666665,
"summary": "Inspected metrics for cache."
},
{
"step": 5,
"action": "inspect_config(cache, routing)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 7,
"action": "inspect_config(cache, routing)",
"reward": -0.050000000000000044,
"summary": "Inspected config for cache."
},
{
"step": 8,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 9,
"action": "inspect_config(cache, routing)",
"reward": -0.04999999999999993,
"summary": "Inspected config for cache."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 9,
"invalid_actions": 0,
"repeated_actions": 7,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 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."
},
{
"step": 8,
"action": "inspect_logs(database)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for database."
},
{
"step": 9,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 9,
"invalid_actions": 0,
"repeated_actions": 6,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 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, enabled)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "inspect_config(cache, enabled)",
"reward": -0.05,
"summary": "Inspected config for cache."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "inspect_config(cache, enabled)",
"reward": -0.05,
"summary": "Inspected config for cache."
},
{
"step": 7,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 8,
"action": "inspect_config(cache, enabled)",
"reward": -0.04999999999999999,
"summary": "Inspected config for cache."
},
{
"step": 9,
"action": "update_config(cache, enabled, True)",
"reward": -0.14999999999999997,
"summary": "Updated cache config, but the incident persists."
}
]
}
],
"baseline": "open_source",
"model": "ibm-granite/granite-4.1-8b",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent open_source --model ibm-granite/granite-4.1-8b --episodes 1 --output open_source_ibm-granite_granite-4.1-8b_episodes1.json"
},
{
"agent": "frontier",
"episodes_per_task": 1,
"seed": 0,
"model_override": "openai/gpt-5.5",
"base_url_override": null,
"difficulty": null,
"overall": {
"success_rate": 0.7333333333333333,
"mean_reward": 0.6026851851851852,
"mean_steps": 6.4,
"invalid_action_rate": 0.010416666666666666,
"evidence_coverage": 0.8333333333333334,
"wrong_remediation_rate": 0.3333333333333333,
"premature_resolution_rate": 0.2
},
"by_task": {
"cache_crash": {
"success_rate": 1,
"mean_reward": 0.8125,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 1,
"mean_reward": 0.8208333333333333,
"mean_steps": 5,
"invalid_action_rate": 0.2,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"database_disk_full": {
"success_rate": 0,
"mean_reward": 0.29999999999999993,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"premature_resolution_rate": 1
},
"cache_memory_pressure": {
"success_rate": 1,
"mean_reward": 0.7250000000000001,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"premature_resolution_rate": 0
},
"db_pool_exhaustion": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"premature_resolution_rate": 0
},
"cache_latency_degradation": {
"success_rate": 1,
"mean_reward": 0.875,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
"success_rate": 0,
"mean_reward": 0.14999999999999997,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 1
},
"web_worker_saturation": {
"success_rate": 1,
"mean_reward": 0.7124999999999999,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"premature_resolution_rate": 0
},
"cache_eviction_storm": {
"success_rate": 1,
"mean_reward": 0.7583333333333334,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_query_timeout_low": {
"success_rate": 1,
"mean_reward": 0.6625,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0.5,
"premature_resolution_rate": 0
},
"web_timeout_misconfig": {
"success_rate": 1,
"mean_reward": 0.7,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"premature_resolution_rate": 0
},
"misleading_web_500_db_rootcause": {
"success_rate": 1,
"mean_reward": 0.8624999999999999,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_cache_host_misconfig": {
"success_rate": 1,
"mean_reward": 0.6944444444444444,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.5,
"premature_resolution_rate": 0
},
"cascading_db_latency": {
"success_rate": 0,
"mean_reward": 0.1333333333333333,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 1
},
"cache_disabled_config_regression": {
"success_rate": 1,
"mean_reward": 0.8333333333333334,
"mean_steps": 3,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
}
},
"records": [
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8125
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "check_status(cache)",
"reward": 0.06666666666666667,
"summary": "cache status is crashed."
},
{
"step": 3,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for cache."
},
{
"step": 4,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "check_status(cache)",
"reward": -0.050000000000000044,
"summary": "cache status is healthy."
},
{
"step": 7,
"action": "resolve_incident(cache process crashed causing cache misses and elevated latency, restarted the cache service)",
"reward": 0.4625,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8208333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "check_status(web_server)",
"reward": 0.06666666666666667,
"summary": "web_server status is degraded."
},
{
"step": 3,
"action": "restart_service(web_server)",
"reward": 0.24999999999999997,
"summary": "Restarted web_server."
},
{
"step": 4,
"action": "resolve_incident(root_cause=\"Web worker processes exited unexpectedly with SIGSEGV, reducing healthy workers and API availability.\", fix=\"Restarted the web_server to restore healthy worker processes.\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "resolve_incident(Web workers exited unexpectedly with SIGSEGV reducing availability, Restarted web_server to restore healthy workers)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.29999999999999993
},
"evidence_coverage": 1,
"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_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "update_config(database, DISK_QUOTA_GB, 200)",
"reward": 0.25,
"summary": "Updated database config DISK_QUOTA_GB."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "restart_service(database)",
"reward": -0.15000000000000002,
"summary": "Restarted database, but the incident persists."
},
{
"step": 7,
"action": "resolve_incident(database disk quota exhausted causing no space left for writes, increased DISK_QUOTA_GB from 100 to 200)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.7250000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, MAX_MEMORY_MB, 512)",
"reward": -0.15,
"summary": "Updated cache config, but the incident persists."
},
{
"step": 4,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
},
{
"step": 5,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 6,
"action": "resolve_incident(Cache MAX_MEMORY_MB was configured too low causing memory pressure and evictions, Increased cache MAX_MEMORY_MB to 1024)",
"reward": 0.4750000000000001,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"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_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "update_config(database, DB_POOL_SIZE, 75)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 6,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.875
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, TTL_SECONDS, 300)",
"reward": 0.25,
"summary": "Updated cache config TTL_SECONDS."
},
{
"step": 4,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 5,
"action": "inspect_config(cache, TTL_SECONDS)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "resolve_incident(cache TTL_SECONDS was too low causing frequent expirations and low hit rate, increased cache TTL_SECONDS from 5 to 300)",
"reward": 0.475,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.14999999999999997
},
"evidence_coverage": 1,
"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_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "update_config(database, INDEX_ORDERS_USER_ID, True)",
"reward": 0.25,
"summary": "Updated database config INDEX_ORDERS_USER_ID."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "inspect_logs(database)",
"reward": -0.050000000000000044,
"summary": "Inspected logs for database."
},
{
"step": 7,
"action": "resolve_incident(missing index on orders.user_id caused sequential scans and slow order history queries, enabled INDEX_ORDERS_USER_ID to add the needed index)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.7124999999999999
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.1,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_config(web_server)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(web_server, MAX_WORKERS, 64)",
"reward": 0.25,
"summary": "Updated web_server config MAX_WORKERS."
},
{
"step": 4,
"action": "inspect_metrics(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for web_server."
},
{
"step": 5,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"step": 6,
"action": "restart_service(web_server)",
"reward": -0.15000000000000002,
"summary": "Restarted web_server, but the incident persists."
},
{
"step": 7,
"action": "resolve_incident(web worker saturation from MAX_WORKERS too low for promotion traffic, increased web_server MAX_WORKERS from 16 to 64)",
"reward": 0.4624999999999999,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.7583333333333334
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.24999999999999997,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 4,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 5,
"action": "inspect_config(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "resolve_incident(cache memory limit was below the product working set causing saturation and eviction storm, increased cache MAX_MEMORY_MB from 384 to 1024)",
"reward": 0.4750000000000001,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 2,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.6625
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(web_server, TIMEOUT_MS, 5000)",
"reward": -0.15,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 5,
"action": "inspect_config(database)",
"reward": 0.1,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "update_config(database, QUERY_TIMEOUT_MS, 5000)",
"reward": 0.24999999999999997,
"summary": "Updated database config QUERY_TIMEOUT_MS."
},
{
"step": 7,
"action": "resolve_incident(Database QUERY_TIMEOUT_MS was too low for normal report queries, increased database QUERY_TIMEOUT_MS to 5000)",
"reward": 0.4625,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.7
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_config(web_server)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 5,
"action": "update_config(web_server, TIMEOUT_MS, 5000)",
"reward": 0.25,
"summary": "Updated web_server config TIMEOUT_MS."
},
{
"step": 6,
"action": "inspect_metrics(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for web_server."
},
{
"step": 7,
"action": "restart_service(web_server)",
"reward": -0.15000000000000002,
"summary": "Restarted web_server, but the incident persists."
},
{
"step": 8,
"action": "resolve_incident(web_server TIMEOUT_MS was misconfigured too low at 1000 ms, causing premature database upstream timeouts, updated web_server TIMEOUT_MS to 5000 ms)",
"reward": 0.44999999999999996,
"summary": "Incident resolved."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8624999999999999
},
"evidence_coverage": 1,
"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_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "update_config(database, DB_POOL_SIZE, 150)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "resolve_incident(database connection pool saturation causing web database wait timeouts, increased database DB_POOL_SIZE from 100 to 150)",
"reward": 0.4624999999999999,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.6944444444444444
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_config(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 2,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 3,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 4,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 5,
"action": "update_config(web_server, CACHE_HOST, cache.internal)",
"reward": 0.24999999999999997,
"summary": "Updated web_server config CACHE_HOST."
},
{
"step": 6,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 7,
"action": "restart_service(web_server)",
"reward": -0.15,
"summary": "Restarted web_server, but the incident persists."
},
{
"step": 8,
"action": "resolve_incident(Web CACHE_HOST was set to stale cache-old.internal causing DNS failures and cache bypass, Updated web_server CACHE_HOST to cache.internal)",
"reward": 0.46111111111111114,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.1333333333333333
},
"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_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.24999999999999997,
"summary": "Updated database config READ_REPLICA_ENABLED."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "resolve_incident(read workload saturation on database due to read replicas disabled, enabled READ_REPLICA_ENABLED on database)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8333333333333334
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 2,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 3,
"action": "resolve_incident(cache disabled by web_server USE_CACHE=false config regression, re-enabled USE_CACHE=true on web_server)",
"reward": 0.5166666666666667,
"summary": "Incident resolved."
}
]
}
],
"baseline": "frontier",
"model": "openai/gpt-5.5",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent frontier --model openai/gpt-5.5 --episodes 1 --output frontier_openai_gpt-5.5_episodes1.json"
}
]
}