Blog 3 JSON
random_episodes5.json
blog_cheap_sweep/random_episodes5.json / 83.9 KB
{
"agent": "random",
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"seed": 0,
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"base_url_override": null,
"difficulty": null,
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"misleading_web_500_db_rootcause": {
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},
"records": [
{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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"summary": "cache status is crashed."
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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}
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{
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{
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{
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{
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{
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}
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{
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{
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{
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{
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"action": "resolve_incident(unknown root cause, increase web timeout)",
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"summary": "Resolution rejected."
}
]
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{
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{
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"summary": "Incident escalated."
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{
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{
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}
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{
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{
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{
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{
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{
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{
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"summary": "Inspected metrics for cache."
},
{
"step": 3,
"action": "update_config(queue, UNKNOWN, 100)",
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"summary": "Invalid action."
},
{
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"action": "restart_service(queue)",
"reward": -0.1,
"summary": "Invalid action."
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{
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"action": "check_status(queue)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
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{
"step": 6,
"action": "restart_service(web_server)",
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"summary": "Restarted web_server, but the incident persists."
},
{
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"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
}
]
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{
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{
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"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_config(web_server, TIMEOUT_MS)",
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"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "inspect_config(web_server)",
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"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(cache, TTL_SECONDS, 10)",
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"summary": "Updated cache config, but the incident persists."
},
{
"step": 5,
"action": "restart_service(queue)",
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"summary": "Invalid action."
},
{
"step": 6,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
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"action": "inspect_config(queue)",
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"summary": "Invalid action."
},
{
"step": 8,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
}
]
},
{
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},
{
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"action": "restart_service(database)",
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"summary": "Restarted database, but the incident persists."
},
{
"step": 3,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
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"action": "resolve_incident(web timeout misconfiguration, restart cache)",
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"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
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{
"step": 1,
"action": "inspect_config(web_server, TTL_SECONDS)",
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"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": {
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{
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"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": {
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"trajectory": [
{
"step": 1,
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"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": {
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},
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"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,
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},
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"trajectory": [
{
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"action": "restart_service(database)",
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"summary": "Restarted database, but the incident persists."
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{
"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)",
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]
},
{
"task_id": "db_query_timeout_low",
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},
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{
"step": 1,
"action": "resolve_incident(unknown root cause, no fix)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "db_query_timeout_low",
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"total_steps": 5,
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},
"evidence_coverage": 0.5,
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{
"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)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "db_query_timeout_low",
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},
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"trajectory": [
{
"step": 1,
"action": "resolve_incident(database pool exhaustion, no fix)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "db_query_timeout_low",
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},
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{
"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."
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]
},
{
"task_id": "web_timeout_misconfig",
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{
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"action": "inspect_metrics(queue)",
"reward": -0.05,
"summary": "Invalid action."
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{
"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)",
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"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",
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{
"step": 1,
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{
"step": 2,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "web_timeout_misconfig",
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},
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{
"step": 1,
"action": "resolve_incident(cache crashed, increase database pool)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "web_timeout_misconfig",
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},
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{
"step": 1,
"action": "update_config(database, DB_POOL_SIZE, 10)",
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"summary": "Updated database config, but the incident persists."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
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{
"step": 3,
"action": "check_status(web_server)",
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"summary": "web_server status is healthy."
},
{
"step": 4,
"action": "check_status(database)",
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"summary": "database status is healthy."
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{
"step": 5,
"action": "update_config(web_server, TIMEOUT_MS, 10)",
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"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",
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},
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{
"step": 1,
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"summary": "Inspected logs for cache."
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{
"step": 2,
"action": "inspect_logs(cache)",
"reward": -0.05,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "check_status(database)",
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"summary": "database status is healthy."
},
{
"step": 4,
"action": "inspect_metrics(cache)",
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"summary": "Inspected metrics for cache."
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{
"step": 5,
"action": "resolve_incident(database pool exhaustion, no fix)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "misleading_web_500_db_rootcause",
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{
"step": 2,
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"summary": "Updated web_server config, but the incident persists."
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{
"step": 3,
"action": "inspect_config(cache, TTL_SECONDS)",
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"summary": "Inspected config for cache."
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{
"step": 4,
"action": "check_status(database)",
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"summary": "database status is healthy."
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{
"step": 5,
"action": "resolve_incident(unknown root cause, no fix)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "misleading_web_500_db_rootcause",
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{
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{
"step": 2,
"action": "update_config(queue, UNKNOWN, 300)",
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"summary": "Invalid action."
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{
"step": 3,
"action": "resolve_incident(cache crashed, restart cache)",
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]
},
{
"task_id": "misleading_web_500_db_rootcause",
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{
"step": 2,
"action": "inspect_config(database, UNKNOWN)",
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"summary": "Inspected config for database."
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{
"step": 3,
"action": "escalate(random baseline escalation)",
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]
},
{
"task_id": "misleading_web_500_db_rootcause",
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{
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{
"step": 2,
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{
"step": 3,
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{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 300)",
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"summary": "Updated database config DB_POOL_SIZE."
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{
"step": 5,
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"summary": "Inspected config for cache."
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{
"step": 6,
"action": "resolve_incident(cache crashed, increase web timeout)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "misleading_web_500_db_rootcause",
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{
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{
"step": 3,
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]
},
{
"task_id": "web_cache_host_misconfig",
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{
"step": 2,
"action": "inspect_logs(cache)",
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{
"step": 3,
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"summary": "Updated database config, but the incident persists."
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{
"step": 4,
"action": "resolve_incident(web timeout misconfiguration, no fix)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "web_cache_host_misconfig",
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{
"step": 2,
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"summary": "cache status is healthy."
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{
"step": 3,
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{
"step": 4,
"action": "inspect_logs(queue)",
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"summary": "Invalid action."
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{
"step": 5,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "web_cache_host_misconfig",
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{
"step": 3,
"action": "restart_service(queue)",
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"summary": "Invalid action."
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{
"step": 4,
"action": "restart_service(cache)",
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"summary": "Restarted cache, but the incident persists."
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{
"step": 5,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "web_cache_host_misconfig",
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{
"step": 1,
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]
},
{
"task_id": "web_cache_host_misconfig",
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{
"step": 1,
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{
"step": 2,
"action": "inspect_metrics(queue)",
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"summary": "Invalid action."
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{
"step": 3,
"action": "check_status(database)",
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"summary": "database status is healthy."
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{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 5000)",
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"summary": "Updated database config, but the incident persists."
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{
"step": 5,
"action": "inspect_logs(web_server)",
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{
"step": 6,
"action": "inspect_config(queue, DB_POOL_SIZE)",
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"summary": "Invalid action."
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{
"step": 7,
"action": "inspect_metrics(web_server)",
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"summary": "Inspected metrics for web_server."
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{
"step": 8,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "cascading_db_latency",
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},
{
"task_id": "cascading_db_latency",
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"summary": "database status is healthy."
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{
"step": 2,
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"summary": "Inspected config for web_server."
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{
"step": 3,
"action": "update_config(database, DB_POOL_SIZE, 300)",
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"summary": "Updated database config, but the incident persists."
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{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 100)",
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"summary": "Updated database config, but the incident persists."
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{
"step": 5,
"action": "inspect_logs(queue)",
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"summary": "Invalid action."
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{
"step": 6,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "cascading_db_latency",
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{
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{
"step": 2,
"action": "check_status(web_server)",
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"summary": "web_server status is healthy."
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{
"step": 3,
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"summary": "Invalid action."
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{
"step": 4,
"action": "check_status(web_server)",
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"summary": "web_server status is healthy."
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{
"step": 5,
"action": "restart_service(web_server)",
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"summary": "Restarted web_server, but the incident persists."
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{
"step": 6,
"action": "check_status(cache)",
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"summary": "cache status is healthy."
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{
"step": 7,
"action": "update_config(database, DB_POOL_SIZE, 300)",
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"summary": "Updated database config, but the incident persists."
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{
"step": 8,
"action": "resolve_incident(unknown root cause, no fix)",
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"summary": "Resolution rejected."
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},
{
"task_id": "cascading_db_latency",
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"summary": "web_server status is healthy."
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{
"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"
}