Blog 4 JSON
summary.json
baseline_blog_full/summary.json / 966.1 KB
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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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"action": "resolve_incident(unknown root cause, restart cache)",
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{
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{
"task_id": "cache_memory_pressure",
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{
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{
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"action": "inspect_config(load_balancer, TTL_SECONDS)",
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{
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"action": "inspect_metrics(cache)",
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{
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"action": "inspect_logs(load_balancer)",
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{
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"action": "inspect_metrics(load_balancer)",
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{
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{
"step": 2,
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{
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{
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{
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"action": "escalate(random baseline escalation)",
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{
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"step": 1,
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{
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"action": "inspect_config(database, DB_POOL_SIZE)",
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{
"step": 3,
"action": "update_config(cache, TTL_SECONDS, 100)",
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"summary": "Updated cache config, but the incident persists."
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{
"step": 4,
"action": "inspect_logs(cache)",
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{
"step": 5,
"action": "inspect_logs(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for cache."
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{
"step": 6,
"action": "inspect_logs(queue)",
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{
"step": 7,
"action": "escalate(random baseline escalation)",
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},
{
"task_id": "message_queue_crash",
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"step": 1,
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]
},
{
"task_id": "message_queue_crash",
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{
"step": 2,
"action": "check_status(load_balancer)",
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{
"step": 3,
"action": "resolve_incident(unknown root cause, update load balancer config)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "message_queue_crash",
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"step": 1,
"action": "restart_service(queue)",
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{
"step": 2,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 5000)",
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"summary": "Updated load_balancer config, but the incident persists."
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{
"step": 3,
"action": "resolve_incident(unknown root cause, update load balancer config)",
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},
{
"task_id": "message_queue_crash",
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{
"step": 2,
"action": "resolve_incident(cache crashed, increase web timeout)",
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]
},
{
"task_id": "message_queue_crash",
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"step": 1,
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},
{
"task_id": "load_balancer_health_check_misconfig",
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"trajectory": [
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"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
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"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
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"success": false,
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},
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{
"step": 1,
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"summary": "Incident escalated."
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]
},
{
"task_id": "load_balancer_health_check_misconfig",
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"total_steps": 3,
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"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
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"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
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"summary": "Inspected logs for database."
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{
"step": 2,
"action": "restart_service(message_queue)",
"reward": -0.25,
"summary": "Restarted message_queue, but the incident persists."
},
{
"step": 3,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
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"total_steps": 1,
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"remediation_actions": 0,
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(web timeout misconfiguration, no fix)",
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"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
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"remediation_actions": 1,
"wrong_remediations": 1,
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"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(load_balancer)",
"reward": 0,
"summary": "load_balancer status is degraded."
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{
"step": 2,
"action": "check_status(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": 0,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 5000)",
"reward": -0.15000000000000002,
"summary": "Updated load_balancer config, but the incident persists."
},
{
"step": 5,
"action": "resolve_incident(web timeout misconfiguration, restart cache)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
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"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(load balancer misconfiguration, no fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.04999999999999999
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 2,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 5000)",
"reward": 0.25,
"summary": "Updated message_queue config CONSUMER_CONCURRENCY."
},
{
"step": 3,
"action": "check_status(message_queue)",
"reward": 0,
"summary": "message_queue status is healthy."
},
{
"step": 4,
"action": "resolve_incident(load balancer misconfiguration, increase web timeout)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 1,
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"repeated_actions": 0,
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
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"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 2,
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"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "restart_service(load_balancer)",
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"summary": "Restarted load_balancer, but the incident persists."
},
{
"step": 2,
"action": "check_status(load_balancer)",
"reward": 0,
"summary": "load_balancer status is healthy."
},
{
"step": 3,
"action": "inspect_logs(message_queue)",
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"summary": "Inspected logs for message_queue."
},
{
"step": 4,
"action": "inspect_config(database, TTL_SECONDS)",
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"summary": "Inspected config for database."
},
{
"step": 5,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 300)",
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"summary": "Updated message_queue config CONSUMER_CONCURRENCY."
},
{
"step": 6,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 7,
"action": "resolve_incident(load balancer misconfiguration, update load balancer config)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 2,
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"repeated_actions": 0,
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"remediation_actions": 0,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "db_pool_exhaustion",
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"total_steps": 2,
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},
"evidence_coverage": 0,
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{
"step": 1,
"action": "update_config(web_server, TIMEOUT_MS, 5000)",
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"summary": "Updated web_server config, but the incident persists."
},
{
"step": 2,
"action": "resolve_incident(unknown root cause, restart cache)",
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"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_pool_exhaustion",
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"total_steps": 7,
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_config(cache, TIMEOUT_MS)",
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"summary": "Inspected config for cache."
},
{
"step": 2,
"action": "inspect_config(cache, CONSUMER_CONCURRENCY)",
"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(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 6,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
},
{
"step": 7,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "db_pool_exhaustion",
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"total_steps": 2,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "update_config(web_server, TIMEOUT_MS, 100)",
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"summary": "Updated web_server config, but the incident persists."
},
{
"step": 2,
"action": "resolve_incident(database pool exhaustion, increase queue consumers)",
"reward": 0.05000000000000002,
"summary": "Resolution rejected."
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]
},
{
"task_id": "db_pool_exhaustion",
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"total_steps": 8,
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"remediation_actions": 0,
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},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(message_queue)",
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"summary": "Inspected logs for message_queue."
},
{
"step": 4,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 5,
"action": "inspect_config(queue, MAX_CONNECTIONS)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 6,
"action": "inspect_logs(load_balancer)",
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"summary": "Inspected logs for load_balancer."
},
{
"step": 7,
"action": "inspect_config(message_queue)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 8,
"action": "inspect_metrics(web_server)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for web_server."
}
]
},
{
"task_id": "db_pool_exhaustion",
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"total_steps": 1,
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 2,
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"remediation_actions": 0,
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_config(web_server, CONSUMER_CONCURRENCY)",
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"summary": "Inspected config for web_server."
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{
"step": 2,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
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]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 5,
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"repeated_actions": 0,
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"remediation_actions": 1,
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(web_server)",
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"summary": "web_server status is healthy."
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{
"step": 2,
"action": "restart_service(database)",
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"summary": "Restarted database, but the incident persists."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
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"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "inspect_logs(load_balancer)",
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"summary": "Inspected logs for load_balancer."
},
{
"step": 5,
"action": "resolve_incident(web timeout misconfiguration, restart cache)",
"reward": -0.2,
"summary": "Resolution rejected."
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]
},
{
"task_id": "cache_latency_degradation",
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"total_steps": 2,
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_config(load_balancer)",
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"summary": "Inspected config for load_balancer."
},
{
"step": 2,
"action": "resolve_incident(cache crashed, increase web timeout)",
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"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 5,
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
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"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"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": 3,
"action": "inspect_config(queue, TTL_SECONDS)",
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"summary": "Invalid action."
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{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 10)",
"reward": -0.14999999999999997,
"summary": "Updated database config, but the incident persists."
},
{
"step": 5,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
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]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(web timeout misconfiguration, update load balancer config)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 4,
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"remediation_actions": 2,
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"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "restart_service(load_balancer)",
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"summary": "Restarted load_balancer, but the incident persists."
},
{
"step": 2,
"action": "inspect_config(web_server, TTL_SECONDS)",
"reward": 0,
"summary": "Inspected config for web_server."
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{
"step": 3,
"action": "update_config(web_server, TIMEOUT_MS, 300)",
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"summary": "Updated web_server config, but the incident persists."
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{
"step": 4,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 1,
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"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(unknown root cause, no fix)",
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"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 3,
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"remediation_actions": 1,
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 100)",
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"summary": "Updated message_queue config, but the incident persists."
},
{
"step": 2,
"action": "inspect_metrics(queue)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 3,
"action": "resolve_incident(load balancer misconfiguration, increase database pool)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 1,
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"remediation_actions": 0,
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"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(database pool exhaustion, increase queue consumers)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 2,
"invalid_actions": 1,
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_config(queue, TTL_SECONDS)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 2,
"action": "resolve_incident(message queue backlog, increase database pool)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 3,
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"repeated_actions": 0,
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"remediation_actions": 0,
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"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0,
"summary": "Inspected metrics for message_queue."
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{
"step": 2,
"action": "inspect_logs(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "resolve_incident(unknown root cause, update load balancer config)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 2,
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"repeated_actions": 0,
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"remediation_actions": 1,
"wrong_remediations": 1,
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"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "restart_service(database)",
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"summary": "Restarted database, but the incident persists."
},
{
"step": 2,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "resolve_incident(cache crashed, no fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
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"total_steps": 8,
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{
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"summary": "Invalid action."
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{
"step": 2,
"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
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{
"step": 3,
"action": "inspect_logs(load_balancer)",
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"summary": "Inspected logs for load_balancer."
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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": "check_status(queue)",
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"summary": "Invalid action."
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{
"step": 6,
"action": "inspect_config(cache, CONSUMER_CONCURRENCY)",
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"summary": "Inspected config for cache."
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{
"step": 7,
"action": "inspect_metrics(load_balancer)",
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"summary": "Inspected metrics for load_balancer."
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{
"step": 8,
"action": "inspect_metrics(cache)",
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"summary": "Inspected metrics for cache."
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]
},
{
"task_id": "web_worker_saturation",
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{
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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."
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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": "inspect_metrics(load_balancer)",
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"summary": "Inspected metrics for load_balancer."
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{
"step": 5,
"action": "restart_service(load_balancer)",
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"summary": "Restarted load_balancer, but the incident persists."
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{
"step": 6,
"action": "resolve_incident(unknown root cause, no fix)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "cache_eviction_storm",
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{
"step": 1,
"action": "restart_service(database)",
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"summary": "Restarted database, but the incident persists."
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{
"step": 2,
"action": "update_config(web_server, TIMEOUT_MS, 10)",
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"summary": "Updated web_server config, but the incident persists."
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{
"step": 3,
"action": "inspect_config(cache, MAX_CONNECTIONS)",
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"summary": "Inspected config for cache."
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{
"step": 4,
"action": "resolve_incident(database pool exhaustion, increase queue consumers)",
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"summary": "Resolution rejected."
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},
{
"task_id": "cache_eviction_storm",
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{
"step": 1,
"action": "restart_service(cache)",
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"summary": "Restarted cache, but the incident persists."
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{
"step": 2,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 300)",
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"summary": "Updated message_queue config, but the incident persists."
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{
"step": 3,
"action": "resolve_incident(cache crashed, no fix)",
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"summary": "Resolution rejected."
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},
{
"task_id": "cache_eviction_storm",
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"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
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{
"step": 2,
"action": "inspect_config(database, MAX_CONNECTIONS)",
"reward": 0,
"summary": "Inspected config for database."
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{
"step": 3,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "cache_eviction_storm",
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},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(message_queue, UNKNOWN)",
"reward": 0,
"summary": "Inspected config for message_queue."
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{
"step": 2,
"action": "inspect_config(cache, UNKNOWN)",
"reward": 0,
"summary": "Inspected config for cache."
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{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "resolve_incident(load balancer misconfiguration, increase database pool)",
"reward": -0.2,
"summary": "Resolution rejected."
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]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 3,
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"success": false,
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "update_config(queue, UNKNOWN, 10)",
"reward": -0.05,
"summary": "Invalid action."
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{
"step": 2,
"action": "update_config(queue, UNKNOWN, 100)",
"reward": -0.05,
"summary": "Invalid action."
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{
"step": 3,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 4,
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"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
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"reward": 0,
"summary": "Inspected metrics for cache."
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{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
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{
"step": 3,
"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": 4,
"action": "resolve_incident(unknown root cause, update load balancer config)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 5,
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"trajectory": [
{
"step": 1,
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"summary": "web_server status is healthy."
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{
"step": 2,
"action": "check_status(cache)",
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"summary": "cache status is healthy."
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{
"step": 3,
"action": "check_status(queue)",
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"summary": "Invalid action."
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{
"step": 4,
"action": "update_config(web_server, TIMEOUT_MS, 5000)",
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"summary": "Updated web_server config, 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": "db_query_timeout_low",
"metrics": {
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"evidence_coverage": 0,
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{
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"summary": "Invalid action."
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{
"step": 2,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
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{
"step": 3,
"action": "update_config(cache, TTL_SECONDS, 5000)",
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"summary": "Updated cache config, but the incident persists."
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{
"step": 4,
"action": "restart_service(load_balancer)",
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"summary": "Restarted load_balancer, but the incident persists."
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{
"step": 5,
"action": "restart_service(message_queue)",
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"summary": "Restarted message_queue, but the incident persists."
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{
"step": 6,
"action": "check_status(web_server)",
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"summary": "web_server status is healthy."
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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": "check_status(load_balancer)",
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"summary": "load_balancer status is healthy."
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]
},
{
"task_id": "db_query_timeout_low",
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{
"step": 1,
"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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"evidence_coverage": 0,
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{
"step": 1,
"action": "update_config(cache, TTL_SECONDS, 5000)",
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"summary": "Updated cache config, but the incident persists."
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{
"step": 2,
"action": "inspect_metrics(load_balancer)",
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"summary": "Inspected metrics for load_balancer."
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{
"step": 3,
"action": "resolve_incident(load balancer misconfiguration, increase database pool)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "load_balancer_connection_limit_low",
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"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "load_balancer_connection_limit_low",
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"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
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{
"step": 2,
"action": "inspect_config(web_server, UNKNOWN)",
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"summary": "Inspected config for web_server."
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{
"step": 3,
"action": "restart_service(cache)",
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"summary": "Restarted cache, but the incident persists."
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{
"step": 4,
"action": "check_status(cache)",
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"summary": "cache status is healthy."
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{
"step": 5,
"action": "update_config(queue, UNKNOWN, 100)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
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{
"step": 6,
"action": "inspect_config(queue)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
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{
"step": 7,
"action": "resolve_incident(unknown root cause, restart cache)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
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},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "update_config(web_server, TIMEOUT_MS, 300)",
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"summary": "Updated web_server config, but the incident persists."
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{
"step": 2,
"action": "check_status(queue)",
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"summary": "Invalid action."
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{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
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{
"step": 4,
"action": "resolve_incident(unknown root cause, restart cache)",
"reward": -0.2,
"summary": "Resolution rejected."
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]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
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"trajectory": [
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"action": "check_status(load_balancer)",
"reward": 0,
"summary": "load_balancer status is healthy."
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{
"step": 2,
"action": "inspect_logs(database)",
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"summary": "Inspected logs for database."
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{
"step": 3,
"action": "update_config(queue, UNKNOWN, 300)",
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"summary": "Invalid action."
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{
"step": 4,
"action": "inspect_logs(queue)",
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"summary": "Invalid action."
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{
"step": 5,
"action": "check_status(web_server)",
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"summary": "web_server status is healthy."
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{
"step": 6,
"action": "inspect_logs(database)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for database."
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{
"step": 7,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
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]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
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"trajectory": [
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"summary": "Invalid action."
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{
"step": 2,
"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
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{
"step": 3,
"action": "inspect_config(database, UNKNOWN)",
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"summary": "Inspected config for database."
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{
"step": 4,
"action": "inspect_config(database, UNKNOWN)",
"reward": -0.05,
"summary": "Inspected config for database."
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{
"step": 5,
"action": "escalate(random baseline escalation)",
"reward": 0,
"summary": "Incident escalated."
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},
{
"task_id": "message_queue_retry_limit_low",
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"step": 1,
"action": "restart_service(load_balancer)",
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"summary": "Restarted load_balancer, but the incident persists."
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{
"step": 2,
"action": "inspect_logs(queue)",
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"summary": "Invalid action."
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{
"step": 3,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
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"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "message_queue_retry_limit_low",
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"trajectory": [
{
"step": 1,
"action": "resolve_incident(cache crashed, update load balancer config)",
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"summary": "Resolution rejected."
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]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
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"trajectory": [
{
"step": 1,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
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"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
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{
"step": 2,
"action": "restart_service(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "check_status(message_queue)",
"reward": 0,
"summary": "message_queue status is healthy."
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{
"step": 4,
"action": "inspect_metrics(queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_metrics(queue)",
"reward": -0.10000000000000002,
"summary": "Invalid action."
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{
"step": 6,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 300)",
"reward": -0.14999999999999997,
"summary": "Updated message_queue config, but the incident persists."
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{
"step": 7,
"action": "inspect_config(load_balancer, UNKNOWN)",
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"summary": "Inspected config for load_balancer."
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{
"step": 8,
"action": "inspect_logs(database)",
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"summary": "Inspected logs for database."
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]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
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"trajectory": [
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"step": 1,
"action": "inspect_logs(database)",
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"summary": "Inspected logs for database."
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{
"step": 2,
"action": "restart_service(web_server)",
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"summary": "Restarted web_server, but the incident persists."
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{
"step": 3,
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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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{
"step": 2,
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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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{
"step": 3,
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{
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{
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{
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{
"step": 3,
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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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{
"step": 4,
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{
"step": 2,
"action": "escalate(random baseline escalation)",
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{
"task_id": "web_cache_host_misconfig",
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{
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{
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"summary": "Updated database config, but the incident persists."
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{
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"step": 2,
"action": "escalate(random baseline escalation)",
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{
"task_id": "web_cache_host_misconfig",
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"step": 2,
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{
"task_id": "web_cache_host_misconfig",
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{
"task_id": "cascading_db_latency",
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{
"step": 3,
"action": "restart_service(database)",
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"summary": "Restarted database, but the incident persists."
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"step": 4,
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"summary": "database status is healthy."
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{
"step": 5,
"action": "inspect_metrics(cache)",
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"summary": "Inspected metrics for cache."
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{
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"action": "update_config(database, DB_POOL_SIZE, 10)",
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"summary": "Updated database config, but the incident persists."
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{
"step": 7,
"action": "escalate(random baseline escalation)",
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{
"task_id": "cascading_db_latency",
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"action": "inspect_logs(database)",
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{
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"summary": "Inspected logs for load_balancer."
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{
"step": 2,
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"summary": "Inspected metrics for load_balancer."
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{
"step": 3,
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"summary": "Updated message_queue config, but the incident persists."
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{
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"summary": "Restarted load_balancer, but the incident persists."
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{
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{
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"summary": "web_server status is healthy."
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{
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"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
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{
"step": 8,
"action": "resolve_incident(load balancer misconfiguration, increase web timeout)",
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"summary": "Resolution rejected."
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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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"summary": "Inspected logs for load_balancer."
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{
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"summary": "Updated load_balancer config, but the incident persists."
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{
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{
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{
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{
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"summary": "load_balancer status is healthy."
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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(load balancer misconfiguration, no fix)",
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{
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{
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{
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{
"step": 2,
"action": "inspect_config(web_server, UNKNOWN)",
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"summary": "Inspected config for web_server."
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{
"step": 3,
"action": "inspect_metrics(database)",
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"summary": "Inspected metrics for database."
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{
"step": 4,
"action": "escalate(random baseline escalation)",
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"summary": "Incident escalated."
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{
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{
"step": 2,
"action": "inspect_config(queue, TIMEOUT_MS)",
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{
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"summary": "Updated web_server config, but the incident persists."
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{
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"action": "restart_service(cache)",
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"summary": "Restarted cache, but the incident persists."
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{
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"action": "resolve_incident(database pool exhaustion, increase queue consumers)",
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"summary": "Resolution rejected."
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{
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{
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{
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"action": "resolve_incident(web timeout misconfiguration, increase database pool)",
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{
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{
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"summary": "Inspected logs for cache."
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{
"step": 4,
"action": "inspect_logs(queue)",
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{
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"action": "inspect_config(cache)",
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"summary": "Inspected config for cache."
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{
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"action": "escalate(random baseline escalation)",
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{
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{
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"summary": "Inspected logs for cache."
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{
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"action": "inspect_logs(queue)",
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{
"step": 5,
"action": "restart_service(database)",
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"summary": "Restarted database, but the incident persists."
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{
"step": 6,
"action": "restart_service(cache)",
"reward": -0.24999999999999994,
"summary": "Restarted cache, but the incident persists."
},
{
"step": 7,
"action": "check_status(queue)",
"reward": -0.050000000000000044,
"summary": "Invalid action."
},
{
"step": 8,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
}
]
}
],
"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": {
"success_rate": 1,
"mean_reward": 0.9433333333333334,
"mean_steps": 4.6,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_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,
"distractor_failure_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,
"distractor_failure_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,
"distractor_failure_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,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_crash": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_health_check_misconfig": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_backlog_consumers_low": {
"success_rate": 1,
"mean_reward": 0.9500000000000001,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_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,
"distractor_failure_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,
"distractor_failure_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,
"distractor_failure_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,
"distractor_failure_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,
"distractor_failure_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,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_connection_limit_low": {
"success_rate": 1,
"mean_reward": 0.9500000000000001,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_retry_limit_low": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_sticky_session_hotspot": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_visibility_timeout_low": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_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,
"distractor_failure_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,
"distractor_failure_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,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cascading_db_latency": {
"success_rate": 1,
"mean_reward": 0.9444444444444444,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_disabled_config_regression": {
"success_rate": 1,
"mean_reward": 0.9444444444444444,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_queue_backlog_db_rootcause": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_lb_502_cache_rootcause": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_bad_backend_weight": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
}
},
"records": [
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(cache)",
"reward": 0.06666666666666667,
"summary": "cache status is crashed."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 5,
"action": "resolve_incident(cache service crashed, restart cache service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(cache)",
"reward": 0.06666666666666667,
"summary": "cache status is crashed."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 5,
"action": "resolve_incident(cache service crashed, restart cache service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(cache)",
"reward": 0.06666666666666667,
"summary": "cache status is crashed."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 5,
"action": "resolve_incident(cache service crashed, restart cache service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(cache)",
"reward": 0.06666666666666667,
"summary": "cache status is crashed."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 5,
"action": "resolve_incident(cache service crashed, restart cache service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(cache)",
"reward": 0.06666666666666667,
"summary": "cache status is crashed."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 5,
"action": "resolve_incident(cache service crashed, restart cache service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(web_server)",
"reward": 0.06666666666666667,
"summary": "web_server status is degraded."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "restart_service(web_server)",
"reward": 0.25,
"summary": "Restarted web_server."
},
{
"step": 5,
"action": "resolve_incident(web server worker process crashed, restart web server)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(web_server)",
"reward": 0.06666666666666667,
"summary": "web_server status is degraded."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "restart_service(web_server)",
"reward": 0.25,
"summary": "Restarted web_server."
},
{
"step": 5,
"action": "resolve_incident(web server worker process crashed, restart web server)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(web_server)",
"reward": 0.06666666666666667,
"summary": "web_server status is degraded."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "restart_service(web_server)",
"reward": 0.25,
"summary": "Restarted web_server."
},
{
"step": 5,
"action": "resolve_incident(web server worker process crashed, restart web server)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(web_server)",
"reward": 0.06666666666666667,
"summary": "web_server status is degraded."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "restart_service(web_server)",
"reward": 0.25,
"summary": "Restarted web_server."
},
{
"step": 5,
"action": "resolve_incident(web server worker process crashed, restart web server)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(web_server)",
"reward": 0.06666666666666667,
"summary": "web_server status is degraded."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "restart_service(web_server)",
"reward": 0.25,
"summary": "Restarted web_server."
},
{
"step": 5,
"action": "resolve_incident(web server worker process crashed, restart web server)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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, DISK_QUOTA_GB, 200)",
"reward": 0.25,
"summary": "Updated database config DISK_QUOTA_GB."
},
{
"step": 4,
"action": "resolve_incident(database disk is full, increase database disk quota)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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, DISK_QUOTA_GB, 200)",
"reward": 0.25,
"summary": "Updated database config DISK_QUOTA_GB."
},
{
"step": 4,
"action": "resolve_incident(database disk is full, increase database disk quota)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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, DISK_QUOTA_GB, 200)",
"reward": 0.25,
"summary": "Updated database config DISK_QUOTA_GB."
},
{
"step": 4,
"action": "resolve_incident(database disk is full, increase database disk quota)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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, DISK_QUOTA_GB, 200)",
"reward": 0.25,
"summary": "Updated database config DISK_QUOTA_GB."
},
{
"step": 4,
"action": "resolve_incident(database disk is full, increase database disk quota)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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, DISK_QUOTA_GB, 200)",
"reward": 0.25,
"summary": "Updated database config DISK_QUOTA_GB."
},
{
"step": 4,
"action": "resolve_incident(database disk is full, increase database disk quota)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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, MAX_MEMORY_MB)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 4,
"action": "resolve_incident(cache memory limit is too low, increase cache memory limit)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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, MAX_MEMORY_MB)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 4,
"action": "resolve_incident(cache memory limit is too low, increase cache memory limit)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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, MAX_MEMORY_MB)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 4,
"action": "resolve_incident(cache memory limit is too low, increase cache memory limit)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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, MAX_MEMORY_MB)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 4,
"action": "resolve_incident(cache memory limit is too low, increase cache memory limit)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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, MAX_MEMORY_MB)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 4,
"action": "resolve_incident(cache memory limit is too low, increase cache memory limit)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(message_queue)",
"reward": 0.06666666666666667,
"summary": "message_queue status is crashed."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "restart_service(message_queue)",
"reward": 0.25,
"summary": "Restarted message_queue."
},
{
"step": 5,
"action": "resolve_incident(message queue service crashed, restart message queue service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(message_queue)",
"reward": 0.06666666666666667,
"summary": "message_queue status is crashed."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "restart_service(message_queue)",
"reward": 0.25,
"summary": "Restarted message_queue."
},
{
"step": 5,
"action": "resolve_incident(message queue service crashed, restart message queue service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(message_queue)",
"reward": 0.06666666666666667,
"summary": "message_queue status is crashed."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "restart_service(message_queue)",
"reward": 0.25,
"summary": "Restarted message_queue."
},
{
"step": 5,
"action": "resolve_incident(message queue service crashed, restart message queue service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(message_queue)",
"reward": 0.06666666666666667,
"summary": "message_queue status is crashed."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "restart_service(message_queue)",
"reward": 0.25,
"summary": "Restarted message_queue."
},
{
"step": 5,
"action": "resolve_incident(message queue service crashed, restart message queue service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(message_queue)",
"reward": 0.06666666666666667,
"summary": "message_queue status is crashed."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "restart_service(message_queue)",
"reward": 0.25,
"summary": "Restarted message_queue."
},
{
"step": 5,
"action": "resolve_incident(message queue service crashed, restart message queue service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 3,
"action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)",
"reward": 0.06666666666666668,
"summary": "Inspected config for load_balancer."
},
{
"step": 4,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.25,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 5,
"action": "resolve_incident(load balancer health check path misconfigured, update health check path)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 3,
"action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)",
"reward": 0.06666666666666668,
"summary": "Inspected config for load_balancer."
},
{
"step": 4,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.25,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 5,
"action": "resolve_incident(load balancer health check path misconfigured, update health check path)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 3,
"action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)",
"reward": 0.06666666666666668,
"summary": "Inspected config for load_balancer."
},
{
"step": 4,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.25,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 5,
"action": "resolve_incident(load balancer health check path misconfigured, update health check path)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 3,
"action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)",
"reward": 0.06666666666666668,
"summary": "Inspected config for load_balancer."
},
{
"step": 4,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.25,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 5,
"action": "resolve_incident(load balancer health check path misconfigured, update health check path)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 3,
"action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)",
"reward": 0.06666666666666668,
"summary": "Inspected config for load_balancer."
},
{
"step": 4,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.25,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 5,
"action": "resolve_incident(load balancer health check path misconfigured, update health check path)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue, CONSUMER_CONCURRENCY)",
"reward": 0.1,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)",
"reward": 0.25,
"summary": "Updated message_queue config CONSUMER_CONCURRENCY."
},
{
"step": 4,
"action": "resolve_incident(message queue consumer concurrency too low, increase consumer concurrency)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue, CONSUMER_CONCURRENCY)",
"reward": 0.1,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)",
"reward": 0.25,
"summary": "Updated message_queue config CONSUMER_CONCURRENCY."
},
{
"step": 4,
"action": "resolve_incident(message queue consumer concurrency too low, increase consumer concurrency)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue, CONSUMER_CONCURRENCY)",
"reward": 0.1,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)",
"reward": 0.25,
"summary": "Updated message_queue config CONSUMER_CONCURRENCY."
},
{
"step": 4,
"action": "resolve_incident(message queue consumer concurrency too low, increase consumer concurrency)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue, CONSUMER_CONCURRENCY)",
"reward": 0.1,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)",
"reward": 0.25,
"summary": "Updated message_queue config CONSUMER_CONCURRENCY."
},
{
"step": 4,
"action": "resolve_incident(message queue consumer concurrency too low, increase consumer concurrency)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue, CONSUMER_CONCURRENCY)",
"reward": 0.1,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)",
"reward": 0.25,
"summary": "Updated message_queue config CONSUMER_CONCURRENCY."
},
{
"step": 4,
"action": "resolve_incident(message queue consumer concurrency too low, increase consumer concurrency)",
"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,
"distractor_failures": 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,
"distractor_failures": 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,
"distractor_failures": 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,
"distractor_failures": 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,
"distractor_failures": 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,
"distractor_failures": 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,
"distractor_failures": 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,
"distractor_failures": 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,
"distractor_failures": 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,
"distractor_failures": 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,
"distractor_failures": 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."
}
]
},
{
"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,
"distractor_failures": 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."
}
]
},
{
"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,
"distractor_failures": 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."
}
]
},
{
"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,
"distractor_failures": 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."
}
]
},
{
"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,
"distractor_failures": 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."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"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."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"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."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"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."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"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."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"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."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"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,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"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,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"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,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"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,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"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": "db_query_timeout_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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_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."
},
{
"step": 4,
"action": "resolve_incident(database query timeout configuration too low, increase database query timeout)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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_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."
},
{
"step": 4,
"action": "resolve_incident(database query timeout configuration too low, increase database query timeout)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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_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."
},
{
"step": 4,
"action": "resolve_incident(database query timeout configuration too low, increase database query timeout)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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_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."
},
{
"step": 4,
"action": "resolve_incident(database query timeout configuration too low, increase database query timeout)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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_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."
},
{
"step": 4,
"action": "resolve_incident(database query timeout configuration too low, increase database query timeout)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 2500)",
"reward": 0.25,
"summary": "Updated load_balancer config MAX_CONNECTIONS."
},
{
"step": 4,
"action": "resolve_incident(load balancer maximum connections too low, increase load balancer connection limit)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 2500)",
"reward": 0.25,
"summary": "Updated load_balancer config MAX_CONNECTIONS."
},
{
"step": 4,
"action": "resolve_incident(load balancer maximum connections too low, increase load balancer connection limit)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 2500)",
"reward": 0.25,
"summary": "Updated load_balancer config MAX_CONNECTIONS."
},
{
"step": 4,
"action": "resolve_incident(load balancer maximum connections too low, increase load balancer connection limit)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 2500)",
"reward": 0.25,
"summary": "Updated load_balancer config MAX_CONNECTIONS."
},
{
"step": 4,
"action": "resolve_incident(load balancer maximum connections too low, increase load balancer connection limit)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 2500)",
"reward": 0.25,
"summary": "Updated load_balancer config MAX_CONNECTIONS."
},
{
"step": 4,
"action": "resolve_incident(load balancer maximum connections too low, increase load balancer connection limit)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, RETRY_LIMIT)",
"reward": 0.06666666666666668,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, RETRY_LIMIT, 5)",
"reward": 0.25,
"summary": "Updated message_queue config RETRY_LIMIT."
},
{
"step": 5,
"action": "resolve_incident(message queue retry limit too low, increase retry limit)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, RETRY_LIMIT)",
"reward": 0.06666666666666668,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, RETRY_LIMIT, 5)",
"reward": 0.25,
"summary": "Updated message_queue config RETRY_LIMIT."
},
{
"step": 5,
"action": "resolve_incident(message queue retry limit too low, increase retry limit)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, RETRY_LIMIT)",
"reward": 0.06666666666666668,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, RETRY_LIMIT, 5)",
"reward": 0.25,
"summary": "Updated message_queue config RETRY_LIMIT."
},
{
"step": 5,
"action": "resolve_incident(message queue retry limit too low, increase retry limit)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, RETRY_LIMIT)",
"reward": 0.06666666666666668,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, RETRY_LIMIT, 5)",
"reward": 0.25,
"summary": "Updated message_queue config RETRY_LIMIT."
},
{
"step": 5,
"action": "resolve_incident(message queue retry limit too low, increase retry limit)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, RETRY_LIMIT)",
"reward": 0.06666666666666668,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, RETRY_LIMIT, 5)",
"reward": 0.25,
"summary": "Updated message_queue config RETRY_LIMIT."
},
{
"step": 5,
"action": "resolve_incident(message queue retry limit too low, increase retry limit)",
"reward": 0.4875,
"summary": "Incident resolved."
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]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
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{
"step": 2,
"action": "inspect_config(load_balancer, STICKY_SESSIONS)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
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{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for web_server."
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{
"step": 4,
"action": "update_config(load_balancer, STICKY_SESSIONS, False)",
"reward": 0.25,
"summary": "Updated load_balancer config STICKY_SESSIONS."
},
{
"step": 5,
"action": "resolve_incident(load balancer sticky sessions causing backend hotspot, disable sticky sessions)",
"reward": 0.4875,
"summary": "Incident resolved."
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]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
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"evidence_actions": 3,
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"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
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{
"step": 2,
"action": "inspect_config(load_balancer, STICKY_SESSIONS)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
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{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "update_config(load_balancer, STICKY_SESSIONS, False)",
"reward": 0.25,
"summary": "Updated load_balancer config STICKY_SESSIONS."
},
{
"step": 5,
"action": "resolve_incident(load balancer sticky sessions causing backend hotspot, disable sticky sessions)",
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"summary": "Incident resolved."
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]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 5,
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"evidence_actions": 3,
"remediation_actions": 1,
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"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, STICKY_SESSIONS)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
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{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "update_config(load_balancer, STICKY_SESSIONS, False)",
"reward": 0.25,
"summary": "Updated load_balancer config STICKY_SESSIONS."
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{
"step": 5,
"action": "resolve_incident(load balancer sticky sessions causing backend hotspot, disable sticky sessions)",
"reward": 0.4875,
"summary": "Incident resolved."
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]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 5,
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"evidence_actions": 3,
"remediation_actions": 1,
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"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, STICKY_SESSIONS)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
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{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "update_config(load_balancer, STICKY_SESSIONS, False)",
"reward": 0.25,
"summary": "Updated load_balancer config STICKY_SESSIONS."
},
{
"step": 5,
"action": "resolve_incident(load balancer sticky sessions causing backend hotspot, disable sticky sessions)",
"reward": 0.4875,
"summary": "Incident resolved."
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]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
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"evidence_actions": 3,
"remediation_actions": 1,
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"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, STICKY_SESSIONS)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
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{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for web_server."
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{
"step": 4,
"action": "update_config(load_balancer, STICKY_SESSIONS, False)",
"reward": 0.25,
"summary": "Updated load_balancer config STICKY_SESSIONS."
},
{
"step": 5,
"action": "resolve_incident(load balancer sticky sessions causing backend hotspot, disable sticky sessions)",
"reward": 0.4875,
"summary": "Incident resolved."
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]
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
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{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
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{
"step": 3,
"action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
"reward": 0.06666666666666668,
"summary": "Inspected config for message_queue."
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{
"step": 4,
"action": "update_config(message_queue, VISIBILITY_TIMEOUT_MS, 30000)",
"reward": 0.25,
"summary": "Updated message_queue config VISIBILITY_TIMEOUT_MS."
},
{
"step": 5,
"action": "resolve_incident(message queue visibility timeout too low, increase visibility timeout)",
"reward": 0.4875,
"summary": "Incident resolved."
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]
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
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{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
"reward": 0.06666666666666668,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, VISIBILITY_TIMEOUT_MS, 30000)",
"reward": 0.25,
"summary": "Updated message_queue config VISIBILITY_TIMEOUT_MS."
},
{
"step": 5,
"action": "resolve_incident(message queue visibility timeout too low, increase visibility timeout)",
"reward": 0.4875,
"summary": "Incident resolved."
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]
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
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"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
"reward": 0.06666666666666668,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, VISIBILITY_TIMEOUT_MS, 30000)",
"reward": 0.25,
"summary": "Updated message_queue config VISIBILITY_TIMEOUT_MS."
},
{
"step": 5,
"action": "resolve_incident(message queue visibility timeout too low, increase visibility timeout)",
"reward": 0.4875,
"summary": "Incident resolved."
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]
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
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"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
"reward": 0.06666666666666668,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, VISIBILITY_TIMEOUT_MS, 30000)",
"reward": 0.25,
"summary": "Updated message_queue config VISIBILITY_TIMEOUT_MS."
},
{
"step": 5,
"action": "resolve_incident(message queue visibility timeout too low, increase visibility timeout)",
"reward": 0.4875,
"summary": "Incident resolved."
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]
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
"reward": 0.06666666666666668,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, VISIBILITY_TIMEOUT_MS, 30000)",
"reward": 0.25,
"summary": "Updated message_queue config VISIBILITY_TIMEOUT_MS."
},
{
"step": 5,
"action": "resolve_incident(message queue visibility timeout too low, increase visibility timeout)",
"reward": 0.4875,
"summary": "Incident resolved."
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]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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_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."
},
{
"step": 4,
"action": "resolve_incident(web server timeout configuration too low, increase web timeout)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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_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."
},
{
"step": 4,
"action": "resolve_incident(web server timeout configuration too low, increase web timeout)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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_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."
},
{
"step": 4,
"action": "resolve_incident(web server timeout configuration too low, increase web timeout)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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_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."
},
{
"step": 4,
"action": "resolve_incident(web server timeout configuration too low, increase web timeout)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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_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."
},
{
"step": 4,
"action": "resolve_incident(web server timeout configuration too low, increase web timeout)",
"reward": 0.5,
"summary": "Incident resolved."
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]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"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."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(database, DB_POOL_SIZE)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 150)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 5,
"action": "resolve_incident(database saturation causing web failures, increase database pool size)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"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."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(database, DB_POOL_SIZE)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 150)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 5,
"action": "resolve_incident(database saturation causing web failures, increase database pool size)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"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."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(database, DB_POOL_SIZE)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "update_config(database, DB_POOL_SIZE, 150)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 5,
"action": "resolve_incident(database saturation causing web failures, increase database pool size)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"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)",
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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": {
"total_steps": 5,
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"evidence_actions": 2,
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"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": "web_cache_host_misconfig",
"metrics": {
"total_steps": 5,
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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)",
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"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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"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_config(web_server, CACHE_HOST)",
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"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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"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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"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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"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": "cascading_db_latency",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
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"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
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{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
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{
"step": 5,
"action": "resolve_incident(database read latency causing cascading service latency, enable database read replica)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
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{
"task_id": "cascading_db_latency",
"metrics": {
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"evidence_coverage": 1,
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{
"step": 1,
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"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
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{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
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{
"step": 5,
"action": "resolve_incident(database read latency causing cascading service latency, enable database read replica)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
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{
"task_id": "cascading_db_latency",
"metrics": {
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
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{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
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{
"step": 5,
"action": "resolve_incident(database read latency causing cascading service latency, enable database read replica)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
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{
"task_id": "cascading_db_latency",
"metrics": {
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
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{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
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{
"step": 5,
"action": "resolve_incident(database read latency causing cascading service latency, enable database read replica)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
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{
"task_id": "cascading_db_latency",
"metrics": {
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"evidence_coverage": 1,
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{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
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{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
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{
"step": 5,
"action": "resolve_incident(database read latency causing cascading service latency, enable database read replica)",
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"summary": "Incident resolved."
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},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
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"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
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"final_reward": 0.9444444444444444
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
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{
"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."
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{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
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{
"step": 5,
"action": "resolve_incident(web server cache usage disabled by configuration regression, enable web cache)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
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]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
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"evidence_actions": 3,
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"final_reward": 0.9444444444444444
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
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{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
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{
"step": 5,
"action": "resolve_incident(web server cache usage disabled by configuration regression, enable web cache)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
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},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
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"evidence_actions": 3,
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"final_reward": 0.9444444444444444
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
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{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
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{
"step": 5,
"action": "resolve_incident(web server cache usage disabled by configuration regression, enable web cache)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
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},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 5,
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"evidence_actions": 3,
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"success": true,
"final_reward": 0.9444444444444444
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"evidence_coverage": 1,
"trajectory": [
{
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"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
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{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
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{
"step": 5,
"action": "resolve_incident(web server cache usage disabled by configuration regression, enable web cache)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
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},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 5,
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"evidence_coverage": 1,
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{
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"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
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{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
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{
"step": 5,
"action": "resolve_incident(web server cache usage disabled by configuration regression, enable web cache)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
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},
{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
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"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
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{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
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{
"step": 5,
"action": "resolve_incident(database read latency causing queue consumer backlog, enable database read replica)",
"reward": 0.4875,
"summary": "Incident resolved."
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},
{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 5,
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"evidence_actions": 3,
"remediation_actions": 1,
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"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
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{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
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"summary": "Updated database config READ_REPLICA_ENABLED."
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{
"step": 5,
"action": "resolve_incident(database read latency causing queue consumer backlog, enable database read replica)",
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"summary": "Incident resolved."
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{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 5,
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"evidence_coverage": 1,
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
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{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
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"summary": "Updated database config READ_REPLICA_ENABLED."
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{
"step": 5,
"action": "resolve_incident(database read latency causing queue consumer backlog, enable database read replica)",
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"summary": "Incident resolved."
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{
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
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{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
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"summary": "Updated database config READ_REPLICA_ENABLED."
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{
"step": 5,
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"summary": "Incident resolved."
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{
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{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
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{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
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{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
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"summary": "Updated database config READ_REPLICA_ENABLED."
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{
"step": 5,
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"summary": "Incident resolved."
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{
"task_id": "misleading_lb_502_cache_rootcause",
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"evidence_actions": 3,
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"success": true,
"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
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{
"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(cache)",
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"summary": "cache status is crashed."
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{
"step": 4,
"action": "restart_service(cache)",
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"summary": "Restarted cache."
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{
"step": 5,
"action": "resolve_incident(cache service crashed causing web upstream failures, restart cache service)",
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"summary": "Incident resolved."
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{
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"evidence_coverage": 1,
"trajectory": [
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"step": 2,
"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
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"step": 3,
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"summary": "cache status is crashed."
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{
"step": 4,
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"summary": "Restarted cache."
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"summary": "Incident resolved."
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{
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"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
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"step": 3,
"action": "check_status(cache)",
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"summary": "cache status is crashed."
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{
"step": 4,
"action": "restart_service(cache)",
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"summary": "Restarted cache."
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"summary": "Incident resolved."
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{
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"summary": "cache status is crashed."
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"step": 4,
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"summary": "Restarted cache."
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"summary": "Incident resolved."
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{
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"step": 3,
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"summary": "cache status is crashed."
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{
"step": 4,
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"summary": "Incident resolved."
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{
"task_id": "load_balancer_bad_backend_weight",
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"summary": "Inspected metrics for load_balancer."
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{
"step": 2,
"action": "inspect_config(load_balancer, WEB_WEIGHT_PRIMARY)",
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"summary": "Inspected config for load_balancer."
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"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
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{
"step": 4,
"action": "update_config(load_balancer, WEB_WEIGHT_PRIMARY, 50)",
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"summary": "Updated load_balancer config WEB_WEIGHT_PRIMARY."
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{
"step": 5,
"action": "resolve_incident(load balancer backend weight misconfigured, rebalance load balancer weight)",
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"summary": "Incident resolved."
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{
"task_id": "load_balancer_bad_backend_weight",
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"final_reward": 0.9375
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"evidence_coverage": 1,
"trajectory": [
{
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"summary": "Inspected metrics for load_balancer."
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{
"step": 2,
"action": "inspect_config(load_balancer, WEB_WEIGHT_PRIMARY)",
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"summary": "Inspected config for load_balancer."
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{
"step": 3,
"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
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{
"step": 4,
"action": "update_config(load_balancer, WEB_WEIGHT_PRIMARY, 50)",
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"summary": "Updated load_balancer config WEB_WEIGHT_PRIMARY."
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{
"step": 5,
"action": "resolve_incident(load balancer backend weight misconfigured, rebalance load balancer weight)",
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"summary": "Incident resolved."
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{
"task_id": "load_balancer_bad_backend_weight",
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"summary": "Inspected metrics for load_balancer."
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{
"step": 2,
"action": "inspect_config(load_balancer, WEB_WEIGHT_PRIMARY)",
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"summary": "Inspected config for load_balancer."
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{
"step": 3,
"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
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{
"step": 4,
"action": "update_config(load_balancer, WEB_WEIGHT_PRIMARY, 50)",
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"summary": "Updated load_balancer config WEB_WEIGHT_PRIMARY."
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{
"step": 5,
"action": "resolve_incident(load balancer backend weight misconfigured, rebalance load balancer weight)",
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"summary": "Incident resolved."
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{
"task_id": "load_balancer_bad_backend_weight",
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{
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"summary": "Inspected config for load_balancer."
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{
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"summary": "Inspected logs for web_server."
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{
"step": 4,
"action": "update_config(load_balancer, WEB_WEIGHT_PRIMARY, 50)",
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"summary": "Updated load_balancer config WEB_WEIGHT_PRIMARY."
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{
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"summary": "Incident resolved."
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{
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{
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"summary": "Inspected config for load_balancer."
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{
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"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
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{
"step": 4,
"action": "update_config(load_balancer, WEB_WEIGHT_PRIMARY, 50)",
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"summary": "Updated load_balancer config WEB_WEIGHT_PRIMARY."
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{
"step": 5,
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],
"baseline": "scripted",
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"command_hint": "python eval/run_eval.py --agent scripted --episodes 5 --output scripted_episodes5.json"
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{
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"database_disk_full": {
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"web_timeout_misconfig": {
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"wrong_remediation_rate": 0,
"distractor_failure_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": 0.3333333333333333,
"wrong_remediation_rate": 0,
"distractor_failure_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,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_disabled_config_regression": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 2,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_queue_backlog_db_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_lb_502_cache_rootcause": {
"success_rate": 0,
"mean_reward": 0.35,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_bad_backend_weight": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_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,
"distractor_failures": 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": "check_status(cache)",
"reward": -0.04999999999999999,
"summary": "cache status is crashed."
},
{
"step": 8,
"action": "inspect_logs(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for cache."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"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."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"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."
},
{
"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_memory_pressure",
"metrics": {
"total_steps": 4,
"invalid_actions": 1,
"repeated_actions": 1,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 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."
},
{
"step": 2,
"action": "inspect",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 4,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 0,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": -0.05,
"summary": "Inspected metrics for message_queue."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 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."
},
{
"step": 4,
"action": "inspect_logs(database)",
"reward": -0.05,
"summary": "Inspected logs for database."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 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."
},
{
"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."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 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."
}
],
"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,
"distractor_failures": 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": 5,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "inspect_logs(cache)",
"reward": -0.05,
"summary": "Inspected logs for cache."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"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": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 4,
"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 5,
"action": "inspect_metrics(load_balancer)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 6,
"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
"reward": -0.05000000000000002,
"summary": "Inspected config for load_balancer."
},
{
"step": 7,
"action": "inspect_metrics(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 8,
"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
"reward": -0.04999999999999999,
"summary": "Inspected config for load_balancer."
}
]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_config(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "inspect_metrics(message_queue)",
"reward": -0.05,
"summary": "Inspected metrics for message_queue."
},
{
"step": 5,
"action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
"reward": -0.05,
"summary": "Inspected config for message_queue."
},
{
"step": 6,
"action": "inspect_metrics(message_queue)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for message_queue."
},
{
"step": 7,
"action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
"reward": -0.04999999999999999,
"summary": "Inspected config for message_queue."
},
{
"step": 8,
"action": "inspect_metrics(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for message_queue."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"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": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"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."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "inspect_logs(database)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for database."
},
{
"step": 8,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_logs(database)",
"reward": -0.05,
"summary": "Inspected logs for database."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "inspect_logs(database)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for database."
},
{
"step": 7,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0,
"summary": "Inspected metrics for message_queue."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "misleading_lb_502_cache_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
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"success": false,
"final_reward": 0.35
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "check_status(cache)",
"reward": 0.06666666666666668,
"summary": "cache status is crashed."
},
{
"step": 4,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "inspect_logs(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for cache."
},
{
"step": 7,
"action": "check_status(cache)",
"reward": -0.05000000000000002,
"summary": "cache status is crashed."
},
{
"step": 8,
"action": "restart_service(cache)",
"reward": 0.24999999999999997,
"summary": "Restarted cache."
}
]
},
{
"task_id": "load_balancer_bad_backend_weight",
"metrics": {
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"success": false,
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"trajectory": [],
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}
],
"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",
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"seed": 0,
"model_override": "openai/gpt-5-mini",
"base_url_override": null,
"difficulty": null,
"overall": {
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"mean_steps": 3.36,
"invalid_action_rate": 0.08333333333333333,
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"by_task": {
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"mean_reward": 0,
"mean_steps": 4,
"invalid_action_rate": 0,
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"mean_steps": 2,
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"evidence_coverage": 0.6666666666666666,
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"database_disk_full": {
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"mean_reward": 0,
"mean_steps": 4,
"invalid_action_rate": 0.25,
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"cache_memory_pressure": {
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"mean_steps": 3,
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"message_queue_crash": {
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"mean_steps": 4,
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"load_balancer_health_check_misconfig": {
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"message_queue_backlog_consumers_low": {
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"db_pool_exhaustion": {
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"mean_steps": 2,
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"cache_latency_degradation": {
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"mean_reward": 0,
"mean_steps": 3,
"invalid_action_rate": 0.3333333333333333,
"evidence_coverage": 1,
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"db_slow_queries_missing_index": {
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"mean_steps": 5,
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"web_worker_saturation": {
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"mean_reward": 0,
"mean_steps": 1,
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"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
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"cache_eviction_storm": {
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"mean_steps": 1,
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"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
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"db_query_timeout_low": {
"success_rate": 0,
"mean_reward": 0.3,
"mean_steps": 8,
"invalid_action_rate": 0.25,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
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"premature_resolution_rate": 0
},
"load_balancer_connection_limit_low": {
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"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
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"message_queue_retry_limit_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 1,
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},
"load_balancer_sticky_session_hotspot": {
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"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
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"message_queue_visibility_timeout_low": {
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"wrong_remediation_rate": 0,
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"web_timeout_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 3,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
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"misleading_web_500_db_rootcause": {
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"mean_reward": 0,
"mean_steps": 3,
"invalid_action_rate": 0,
"evidence_coverage": 1,
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},
"web_cache_host_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
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},
"cascading_db_latency": {
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"mean_reward": 0,
"mean_steps": 4,
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"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
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"cache_disabled_config_regression": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 7,
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"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
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"misleading_queue_backlog_db_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 2,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
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},
"misleading_lb_502_cache_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 6,
"invalid_action_rate": 0,
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"load_balancer_bad_backend_weight": {
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"mean_reward": 0,
"mean_steps": 4,
"invalid_action_rate": 0.25,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
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},
"records": [
{
"task_id": "cache_crash",
"metrics": {
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"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_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
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],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 2,
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"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
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"summary": "Inspected logs for web_server."
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{
"step": 2,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 4,
"invalid_actions": 1,
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
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{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "Thought: Inspect the database configuration (WAL/archive/retention/data directory) to identify what is filling the disk and whether log retention or archive target is mis",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 4,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
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{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 3,
"invalid_actions": 1,
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
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{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "Thought: Increase cache max",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 4,
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"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
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{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "check_status(message_queue)",
"reward": 0.06666666666666668,
"summary": "message_queue status is crashed."
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{
"step": 4,
"action": "inspect_config(message_queue)",
"reward": 0,
"summary": "Inspected config for message_queue."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
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{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 2,
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"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(load_balancer)",
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"summary": "Inspected config for load_balancer."
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{
"step": 2,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
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{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 2,
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"success": false,
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"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0,
"summary": "Inspected logs for message_queue."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
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{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 2,
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"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0,
"summary": "Inspected logs for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 3,
"invalid_actions": 1,
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"evidence_actions": 2,
"remediation_actions": 0,
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},
"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 with low memory usage suggests a config or usage issue (TTL/keys) rather than capacity —",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "inspect_config(cache)",
"reward": 0.10000000000000002,
"summary": "Inspected config for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
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"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, indexes)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_config(database, schema)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is healthy."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.1,
"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,
"distractor_failures": 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": 8,
"invalid_actions": 2,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.3
},
"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."
},
{
"step": 4,
"action": "Thought: p95 ~3100ms and logs show cancellations at 1000",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "update_config(database, QUERY_TIMEOUT_MS, 5000)",
"reward": 0.25,
"summary": "Updated database config QUERY_TIMEOUT_MS."
},
{
"step": 6,
"action": "inspect_logs(database)",
"reward": -0.050000000000000044,
"summary": "Inspected logs for database."
},
{
"step": 7,
"action": "inspect_config(database, QUERY_TIMEOUT_MS)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 8,
"action": "Thought: Config updated and active (QUERY_TIMEOUT_MS=5000); root cause was too-low query timeout causing cancellations—mark incident resolved with the config",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 1,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "Thought: Confirm whether the message queue's retry limit is set too low by inspecting its configuration for the retry_limit",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 2,
"action": "inspect_config(message_queue, retry_limit)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "inspect_logs(message_queue)",
"reward": 0.0666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 5,
"action": "update_config(message_queue, retry_limit, 5)",
"reward": 0.25,
"summary": "Updated message_queue config retry_limit."
},
{
"step": 6,
"action": "check_status(message_queue)",
"reward": 0,
"summary": "message_queue status is healthy."
},
{
"step": 7,
"action": "inspect_metrics(message_queue)",
"reward": -0.050000000000000044,
"summary": "Inspected metrics for message_queue."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 0,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
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"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [],
"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,
"distractor_failures": 0,
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"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": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
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"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_logs(database)",
"reward": 0,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
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"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(web_server, cache_host)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 4,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 5,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
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"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."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.24999999999999997,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "inspect_logs(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for web_server."
},
{
"step": 7,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0,
"summary": "Inspected config for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
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"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "misleading_lb_502_cache_rootcause",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "check_status(cache)",
"reward": 0.06666666666666668,
"summary": "cache status is crashed."
},
{
"step": 4,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "load_balancer_bad_backend_weight",
"metrics": {
"total_steps": 4,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
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"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(load_balancer, backend_weights)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 2,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 3,
"action": "Thought: Gather per-backend metrics from the web_server pool to identify which instance is receiving most traffic and its resource utilization.\nAction: inspect",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 4,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics 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": "react",
"episodes_per_task": 1,
"seed": 0,
"model_override": "anthropic/claude-sonnet-4.6",
"base_url_override": null,
"difficulty": null,
"overall": {
"success_rate": 0.36,
"mean_reward": 0.41738888888888886,
"mean_steps": 6.68,
"invalid_action_rate": 0.1317365269461078,
"evidence_coverage": 0.8133333333333334,
"wrong_remediation_rate": 0.3235294117647059,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0.64
},
"by_task": {
"cache_crash": {
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"mean_reward": 0.875,
"mean_steps": 6,
"invalid_action_rate": 0.16666666666666666,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
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"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 1,
"mean_reward": 0.8624999999999999,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"database_disk_full": {
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"mean_reward": 0.29999999999999993,
"mean_steps": 8,
"invalid_action_rate": 0.125,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_memory_pressure": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"message_queue_crash": {
"success_rate": 0,
"mean_reward": 0.25,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"load_balancer_health_check_misconfig": {
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"mean_reward": 0.7541666666666667,
"mean_steps": 5,
"invalid_action_rate": 0.2,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
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"premature_resolution_rate": 0
},
"message_queue_backlog_consumers_low": {
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"mean_reward": 0.8624999999999999,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_pool_exhaustion": {
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"mean_reward": 0.44999999999999996,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
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},
"cache_latency_degradation": {
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"mean_reward": 0.875,
"mean_steps": 6,
"invalid_action_rate": 0.16666666666666666,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
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"mean_reward": 0,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
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},
"web_worker_saturation": {
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"mean_reward": 0.29999999999999993,
"mean_steps": 8,
"invalid_action_rate": 0.125,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_eviction_storm": {
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"mean_reward": 0.24999999999999994,
"mean_steps": 8,
"invalid_action_rate": 0.125,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
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},
"db_query_timeout_low": {
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"mean_reward": 0.2,
"mean_steps": 6,
"invalid_action_rate": 0.16666666666666666,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
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},
"load_balancer_connection_limit_low": {
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"mean_reward": 0.09999999999999998,
"mean_steps": 6,
"invalid_action_rate": 0.16666666666666666,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
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},
"message_queue_retry_limit_low": {
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"mean_reward": 0.8208333333333333,
"mean_steps": 5,
"invalid_action_rate": 0.2,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_sticky_session_hotspot": {
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"mean_reward": 0,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
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},
"message_queue_visibility_timeout_low": {
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"mean_reward": 0,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
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},
"web_timeout_misconfig": {
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"mean_reward": 0.2,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"misleading_web_500_db_rootcause": {
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"mean_reward": 0.35,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"web_cache_host_misconfig": {
"success_rate": 0,
"mean_reward": 0.3833333333333333,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cascading_db_latency": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 9,
"invalid_action_rate": 0.1111111111111111,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_disabled_config_regression": {
"success_rate": 1,
"mean_reward": 0.7722222222222221,
"mean_steps": 4,
"invalid_action_rate": 0.25,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_queue_backlog_db_rootcause": {
"success_rate": 1,
"mean_reward": 0.7958333333333333,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_lb_502_cache_rootcause": {
"success_rate": 1,
"mean_reward": 0.8,
"mean_steps": 8,
"invalid_action_rate": 0.25,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_bad_backend_weight": {
"success_rate": 0,
"mean_reward": 0.23333333333333328,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
}
},
"records": [
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 6,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.875
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(cache)",
"reward": 0.06666666666666667,
"summary": "cache status is crashed."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 5,
"action": "resolve_incident(root_cause=\"Cache process crashed after being killed by SIGKILL, causing hit rate to collapse and elevated latency as requests fell back to database reads.\", fix=\"Restarted the cache service, which restored it to healthy status.\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 6,
"action": "resolve_incident(cache process crashed via SIGKILL, restarted cache service)",
"reward": 0.475,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8624999999999999
},
"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": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "check_status(web_server)",
"reward": 0.06666666666666668,
"summary": "web_server status is degraded."
},
{
"step": 5,
"action": "restart_service(web_server)",
"reward": 0.25,
"summary": "Restarted web_server."
},
{
"step": 6,
"action": "resolve_incident(root_cause=\"Web worker processes crashed with SIGSEGV signals, reducing healthy workers from 16 to 2 and causing API availability degradation.\", fix=\"Restarted the web server to restore all 16 worker processes, returning the service to healthy status.\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 7,
"action": "resolve_incident(web worker SIGSEGV crashes reduced healthy workers, restarted web_server to restore all workers)",
"reward": 0.4624999999999999,
"summary": "Incident resolved."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 8,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.29999999999999993
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(database)",
"reward": 0,
"summary": "database status is degraded."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "update_config(database, DISK_QUOTA_GB, 200)",
"reward": 0.25,
"summary": "Updated database config DISK_QUOTA_GB."
},
{
"step": 6,
"action": "restart_service(database)",
"reward": -0.14999999999999997,
"summary": "Restarted database, but the incident persists."
},
{
"step": 7,
"action": "resolve_incident(root_cause, The database disk was 99% full (100GB quota exhausted), causing write failures and WAL archival blockage. fix: Increased DISK_QUOTA_GB from 100 to 200 to provide sufficient disk space for database writes and WAL operations.)",
"reward": -0.050000000000000044,
"summary": "Invalid action."
},
{
"step": 8,
"action": "resolve_incident(database disk quota exhausted at 99% causing write failures and WAL archival blockage, increased DISK_QUOTA_GB from 100 to 200)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 3,
"wrong_remediations": 3,
"distractor_failures": 0,
"premature_resolutions": 1,
"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, maxmemory)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 4,
"action": "update_config(cache, MAX_MEMORY_MB, 512)",
"reward": -0.15,
"summary": "Updated cache config, but the incident persists."
},
{
"step": 5,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 6,
"action": "restart_service(cache)",
"reward": -0.15,
"summary": "Restarted cache, but the incident persists."
},
{
"step": 7,
"action": "update_config(cache, TTL_SECONDS, 60)",
"reward": -0.14999999999999997,
"summary": "Updated cache config, but the incident persists."
},
{
"step": 8,
"action": "resolve_incident(root_cause=\"Cache MAX_MEMORY_MB was configured too low at 256MB causing memory exhaustion and high eviction rates\", fix=\"Increased MAX_MEMORY_MB from 256 to 512 to provide sufficient memory for the cache workload\")",
"reward": 0.050000000000000044,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.25
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(message_queue)",
"reward": 0.06666666666666667,
"summary": "message_queue status is crashed."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "inspect_config(message_queue, memory)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 5,
"action": "restart_service(message_queue)",
"reward": 0.25,
"summary": "Restarted message_queue."
},
{
"step": 6,
"action": "resolve_incident(root_cause, fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.7541666666666667
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 2,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.25,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 4,
"action": "resolve_incident(root_cause=\"Load balancer HEALTH_CHECK_PATH was misconfigured to /status instead of /healthz, causing all web backends to be marked unhealthy and resulting in 503 errors.\", fix=\"Updated load_balancer HEALTH_CHECK_PATH from /status to /healthz so health checks correctly target the web servers' health endpoint.\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "resolve_incident(Misconfigured health check path /status instead of /healthz on load balancer marked all backends unhealthy, Updated HEALTH_CHECK_PATH to /healthz on load balancer)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8624999999999999
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(message_queue)",
"reward": 0,
"summary": "message_queue status is healthy."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, consumer_count)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "inspect_config(message_queue)",
"reward": 0.1,
"summary": "Inspected config for message_queue."
},
{
"step": 5,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 20)",
"reward": 0.25,
"summary": "Updated message_queue config CONSUMER_CONCURRENCY."
},
{
"step": 6,
"action": "resolve_incident(root_cause, CONSUMER_CONCURRENCY was set too low (4), causing insufficient consumers to process the message queue, leading to a growing backlog and delayed async notifications. Fix: increased CONSUMER_CONCURRENCY from 4 to 20.)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 7,
"action": "resolve_incident(CONSUMER_CONCURRENCY too low (set to 4), increased CONSUMER_CONCURRENCY from 4 to 20)",
"reward": 0.4624999999999999,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.44999999999999996
},
"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, 100)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 6,
"action": "resolve_incident(root_cause=\"Database connection pool exhaustion: DB_POOL_SIZE was set to 50 and active connections reached 49/50, causing pool timeouts and checkout 500 errors.\", fix=\"Increased DB_POOL_SIZE from 50 to 100 to provide sufficient connection headroom and eliminate pool timeout errors.\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 7,
"action": "resolve_incident(db_pool_exhaustion, increased_DB_POOL_SIZE_from_50_to_100)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 6,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.875
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 2,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 3,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 4,
"action": "update_config(cache, TTL_SECONDS, 300)",
"reward": 0.25,
"summary": "Updated cache config TTL_SECONDS."
},
{
"step": 5,
"action": "resolve_incident(root_cause=\"Cache TTL_SECONDS was set too low (5 seconds), causing frequent cache expirations and a low hit rate (0.31), which forced most requests to hit the database and increased application latency.\", fix=\"Increased cache TTL_SECONDS from 5 to 300 seconds to reduce cache churn and improve hit rate.\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 6,
"action": "resolve_incident(Cache TTL set to 5 seconds caused frequent expirations and low hit rate, Increased cache TTL_SECONDS from 5 to 300 seconds)",
"reward": 0.475,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"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": "update_config(database, indexes, orders.user_id)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "resolve_incident(root_cause=\"Missing index on orders.user_id causing sequential scans\", fix=\"Add index on orders table for user_id column to enable index scans instead of sequential scans\")",
"reward": -0.19999999999999998,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 8,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.29999999999999993
},
"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, workers)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "inspect_config(web_server)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(web_server, MAX_WORKERS, 64)",
"reward": 0.25,
"summary": "Updated web_server config MAX_WORKERS."
},
{
"step": 5,
"action": "restart_service(web_server)",
"reward": -0.14999999999999997,
"summary": "Restarted web_server, but the incident persists."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "resolve_incident(root_cause=\"Web server worker saturation caused by MAX_WORKERS set too low (16) for the elevated request rate (820 req/s) during the promotion, resulting in a queue depth of 280 and high p95 latency.\", fix=\"Increased MAX_WORKERS from 16 to 64 and restarted the web server to apply the new configuration.\")",
"reward": -0.050000000000000044,
"summary": "Invalid action."
},
{
"step": 8,
"action": "resolve_incident(web worker saturation due to MAX_WORKERS too low, increased MAX_WORKERS from 16 to 64)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 8,
"invalid_actions": 1,
"repeated_actions": 1,
"evidence_actions": 3,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.24999999999999994
},
"evidence_coverage": 1,
"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": "restart_service(cache)",
"reward": -0.15000000000000002,
"summary": "Restarted cache, but the incident persists."
},
{
"step": 6,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666671,
"summary": "Inspected logs for cache."
},
{
"step": 7,
"action": "resolve_incident(root_cause=\"Cache MAX_MEMORY_MB was set too low at 384MB, insufficient for the products namespace working set, causing 32000 evictions/min and 99% memory pressure with only 44% hit rate.\", fix=\"Increased MAX_MEMORY_MB from 384 to 1024 to accommodate the working set and reduce eviction pressure.\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 8,
"action": "resolve_incident(Cache MAX_MEMORY_MB too low at 384MB causing eviction storm in products namespace, Increased MAX_MEMORY_MB from 384 to 1024)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 6,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.2
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "inspect_config(database, query_timeout)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 3,
"action": "inspect_config(database)",
"reward": 0.1,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "update_config(database, QUERY_TIMEOUT_MS, 5000)",
"reward": 0.25,
"summary": "Updated database config QUERY_TIMEOUT_MS."
},
{
"step": 5,
"action": "resolve_incident(root_cause=\"QUERY_TIMEOUT_MS was set too low at 1000ms, causing report queries (which require ~3200ms) to be canceled prematurely\", fix=\"Increased QUERY_TIMEOUT_MS from 1000ms to 5000ms to accommodate longer-running reporting queries\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 6,
"action": "resolve_incident(QUERY_TIMEOUT_MS set too low at 1000ms causing report queries to be canceled, Increased QUERY_TIMEOUT_MS from 1000ms to 5000ms)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 6,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.09999999999999998
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, max_connections)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_config(load_balancer)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 4,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 2000)",
"reward": 0.24999999999999997,
"summary": "Updated load_balancer config MAX_CONNECTIONS."
},
{
"step": 5,
"action": "resolve_incident(root_cause=\"Load balancer MAX_CONNECTIONS was set too low (500), causing connection limit to be reached during traffic spikes and resulting in 503 errors\", fix=\"Increased MAX_CONNECTIONS from 500 to 2000 to accommodate higher traffic volume\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 6,
"action": "resolve_incident(MAX_CONNECTIONS set too low at 500 causing 503s during traffic spike, Increased MAX_CONNECTIONS from 500 to 2000)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8208333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue, retry_limit)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, retry_limit, 5)",
"reward": 0.24999999999999997,
"summary": "Updated message_queue config retry_limit."
},
{
"step": 4,
"action": "resolve_incident(root_cause=\"Message queue retry_limit was null (defaulting to 1), causing payment jobs to be dead-lettered after a single transient failure\", fix=\"Set retry_limit to 5 on the message_queue so transient downstream errors are retried before jobs are moved to the dead-letter queue\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "resolve_incident(retry_limit was null causing jobs to dead-letter after one attempt, set retry_limit to 5 on message_queue)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, STICKY_SESSIONS, False)",
"reward": 0.24999999999999997,
"summary": "Updated load_balancer config STICKY_SESSIONS."
},
{
"step": 4,
"action": "inspect_metrics(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 5,
"action": "restart_service(load_balancer)",
"reward": -0.15000000000000002,
"summary": "Restarted load_balancer, but the incident persists."
},
{
"step": 6,
"action": "resolve_incident(root_cause, fix)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue, visibility_timeout)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, visibility_timeout, 60)",
"reward": -0.15,
"summary": "Updated message_queue config, but the incident persists."
},
{
"step": 4,
"action": "inspect_config(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
},
{
"step": 5,
"action": "update_config(message_queue, VISIBILITY_TIMEOUT_MS, 60000)",
"reward": 0.24999999999999997,
"summary": "Updated message_queue config VISIBILITY_TIMEOUT_MS."
},
{
"step": 6,
"action": "resolve_incident(root_cause=\"VISIBILITY_TIMEOUT_MS was set to 5000ms (5 seconds), which is less than the worker job runtime of ~18 seconds, causing messages to become visible again before acknowledgment and resulting in duplicate deliveries and repeated customer notifications.\", fix=\"Increased VISIBILITY_TIMEOUT_MS from 5000ms to 60000ms to ensure messages remain invisible long enough for workers to finish processing and acknowledge them.\")",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 7,
"action": "resolve_incident(VISIBILITY_TIMEOUT_MS too low at 5000ms causing messages to re-appear before workers finish, Increased VISIBILITY_TIMEOUT_MS to 60000ms to exceed worker runtime of 18s)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.2
},
"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,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(web_server, upstream_timeout_ms)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"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": "resolve_incident(root_cause=\"Web server TIMEOUT_MS was misconfigured at 1000ms, too low for upstream database calls which occasionally exceed that threshold\", fix=\"Increased web_server TIMEOUT_MS from 1000ms to 5000ms to allow sufficient time for upstream database responses\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 7,
"action": "resolve_incident(TIMEOUT_MS set too low at 1000ms, Increased TIMEOUT_MS to 5000ms on web_server)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.35
},
"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_logs(database)",
"reward": 0,
"summary": "Inspected logs 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, 200)",
"reward": 0.24999999999999997,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 6,
"action": "resolve_incident(root_cause=\"Database connection pool saturation (DB_POOL_SIZE=100, active_connections=98/100, queue=61) causing connection_wait_timeout errors, which propagated as 500 errors on the web server\", fix=\"Increased database DB_POOL_SIZE from 100 to 200 to accommodate the connection demand\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 7,
"action": "resolve_incident(database connection pool saturation, increased DB_POOL_SIZE from 100 to 200)",
"reward": 0.04999999999999999,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.3833333333333333
},
"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_config(web_server, cache_host)",
"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": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 5,
"action": "update_config(web_server, cache_host, cache.internal)",
"reward": 0.24999999999999997,
"summary": "Updated web_server config cache_host."
},
{
"step": 6,
"action": "resolve_incident(root_cause=\"Web server had incorrect cache_host configured (pointing to cache-old.internal instead of cache.internal), causing cache connection failures and fallback to database reads, resulting in high product page latency.\", fix=\"Updated web_server cache_host config from null/cache-old.internal to cache.internal, restoring cache connectivity.\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 7,
"action": "resolve_incident(web_server cache_host misconfigured to cache-old.internal causing cache bypass, updated cache_host to cache.internal)",
"reward": 0.04999999999999999,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 9,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "inspect_config(database, replica_enabled)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "update_config(database, replica_enabled, True)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 6,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 7,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.24999999999999997,
"summary": "Updated database config READ_REPLICA_ENABLED."
},
{
"step": 8,
"action": "resolve_incident(root_cause=\"Database read workload saturation caused by READ_REPLICA_ENABLED being set to false, resulting in all read queries hitting the primary database and causing p95 latency of 2450ms on the product_inventory table.\", fix=\"Enabled read replica by setting READ_REPLICA_ENABLED=true in the database config, distributing read traffic to the replica and reducing primary database load.\")",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 9,
"action": "resolve_incident(Database read workload saturation with READ_REPLICA_ENABLED=false causing high p95 latency on primary DB, Enabled read replica by setting READ_REPLICA_ENABLED=true to distribute read traffic)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 4,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.7722222222222221
},
"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(root_cause=\"The web server config rollout accidentally set USE_CACHE to false, causing all requests to bypass the cache and hit the database directly, increasing database load and dropping cache hit rate.\", fix=\"Updated web_server USE_CACHE config from false to true, re-enabling cache usage and restoring normal traffic patterns.\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 4,
"action": "resolve_incident(USE_CACHE set to false in web_server config rollout caused cache bypass and increased database load, Updated USE_CACHE to true in web_server config)",
"reward": 0.5055555555555555,
"summary": "Incident resolved."
}
]
},
{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.7958333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_config(database, replica)",
"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, READ_REPLICA_ENABLED, True)",
"reward": 0.24999999999999997,
"summary": "Updated database config READ_REPLICA_ENABLED."
},
{
"step": 6,
"action": "resolve_incident(root_cause=\"READ_REPLICA_ENABLED was set to false, causing all read traffic to hit the primary database, resulting in slow queries (2400ms) that blocked message queue consumers and caused the queue backlog to grow.\", fix=\"Enabled the read replica by setting READ_REPLICA_ENABLED to true, offloading read traffic from the primary database and unblocking queue workers.\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 7,
"action": "resolve_incident(Database read replica was disabled forcing all reads to primary causing slow queries that blocked queue workers, Enabled READ_REPLICA_ENABLED in database config to restore read replica and unblock queue consumers)",
"reward": 0.46249999999999997,
"summary": "Incident resolved."
}
]
},
{
"task_id": "misleading_lb_502_cache_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "check_status(cache)",
"reward": 0.06666666666666668,
"summary": "cache status is crashed."
},
{
"step": 4,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 5,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 6,
"action": "resolve_incident(root_cause=\"The cache service crashed (killed by signal 9), causing the web server to receive connection_refused errors on upstream cache requests, which resulted in 502 responses propagated through the load balancer to clients.\", fix=\"Restarted the cache service, which returned to healthy status and restored normal request handling.\")",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 7,
"action": "resolve_incident(root_cause=\"Cache service crashed (signal 9), causing web server upstream connection failures and 502s\", fix=\"Restarted cache service, restoring healthy status\")",
"reward": -0.050000000000000044,
"summary": "Invalid action."
},
{
"step": 8,
"action": "resolve_incident(cache crashed causing 502s, restarted cache)",
"reward": 0.45000000000000007,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_bad_backend_weight",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.23333333333333328
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 2,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, WEB_WEIGHT_SECONDARY, 100)",
"reward": -0.15,
"summary": "Updated load_balancer config, but the incident persists."
},
{
"step": 4,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 5,
"action": "update_config(load_balancer, WEB_WEIGHT_PRIMARY, 50)",
"reward": 0.24999999999999997,
"summary": "Updated load_balancer config WEB_WEIGHT_PRIMARY."
},
{
"step": 6,
"action": "resolve_incident(root_cause=\"WEB_WEIGHT_PRIMARY was set to 100 with no secondary weight configured, causing all traffic to route to the primary backend and overload it while the secondary remained idle.\", fix=\"Reduced WEB_WEIGHT_PRIMARY from 100 to 50 to evenly distribute traffic across both healthy backends.\")",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 7,
"action": "resolve_incident(WEB_WEIGHT_PRIMARY misconfigured to 100 sending all traffic to primary backend, Set WEB_WEIGHT_PRIMARY to 50 to balance traffic evenly across both backends)",
"reward": 0.04999999999999999,
"summary": "Resolution rejected."
}
]
}
],
"baseline": "react",
"model": "anthropic/claude-sonnet-4.6",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent react --model anthropic/claude-sonnet-4.6 --episodes 1 --output react_anthropic_claude-sonnet-4.6_episodes1.json"
},
{
"agent": "open_source",
"episodes_per_task": 1,
"seed": 0,
"model_override": "openai/gpt-oss-20b:free",
"base_url_override": null,
"difficulty": null,
"overall": {
"success_rate": 0,
"mean_reward": 0.0033333333333333305,
"mean_steps": 2.76,
"invalid_action_rate": 0.014492753623188406,
"evidence_coverage": 0.31333333333333335,
"wrong_remediation_rate": 0.3333333333333333,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"by_task": {
"cache_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 2,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"database_disk_full": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_memory_pressure": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_health_check_misconfig": {
"success_rate": 0,
"mean_reward": 0.08333333333333326,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.3333333333333333,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_backlog_consumers_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_pool_exhaustion": {
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{
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{
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{
"task_id": "misleading_web_500_db_rootcause",
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},
{
"task_id": "web_cache_host_misconfig",
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},
{
"task_id": "cascading_db_latency",
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{
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{
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{
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}
],
"baseline": "open_source",
"model": "meta-llama/llama-3.3-70b-instruct:free",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent open_source --model meta-llama/llama-3.3-70b-instruct:free --episodes 1 --output open_source_meta-llama_llama-3.3-70b-instruct-free_episodes1.json"
},
{
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"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [],
"agent_error": "RuntimeError: LLM provider returned HTTP 429: {\"error\":{\"message\":\"Rate limit exceeded: free-models-per-min. \",\"code\":429,\"metadata\":{\"headers\":{\"X-RateLimit-Limit\":\"16\",\"X-RateLimit-Remaining\":\"0\",\"X-RateLimit-Reset\":\"1778871840000\"},\"provider_name\":null}},\"user_id\":\"user_2ZddYdR9mZCcEdllNmDnAaPSOLE\"}"
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 4,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.11666666666666664
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(service=\"load_balancer\")",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 2,
"action": "inspect_config(service, key?)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 4,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.25,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 5,
"action": "check_status(load_balancer)",
"reward": 0,
"summary": "load_balancer status is degraded."
},
{
"step": 6,
"action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 7,
"action": "We need to choose the next action. The incident: load balancer health check misconfig. Known findings: Load balancer config has HEALTH_CHECK_PATH set to /status instead of /healthz. But last action inspected config and got HEALTH_CHECK_PATH: /healthz. Wait, the known findings says it's set to /status instead of /healthz, but the last result shows it's /healthz. Possibly the known findings is outdated or contradictory. We need to verify actual config. Perhaps we need to inspect logs or metrics to see health check failures. The alert: edge returning 503s after all web backends were marked unhealthy. So likely health check path is wrong causing backends to be marked unhealthy. We need to fix config: set HEALTH_CHECK_PATH to correct path (maybe /status). But we need to confirm what the backends expect. Could inspect web_server logs or metrics to see what endpoint they expose. Let's check status of web_server? Or inspect logs of web_server to see what health endpoint they have. But we have limited steps: steps_remaining 2. We need to gather evidence before remediation. So we should inspect logs of load_balancer to see health check failures",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 8,
"action": "We need to choose next action. The last action attempted was a textual description, not a valid function call, causing error. We need to pick a valid action. The incident: load balancer health check misconfig. Known findings says HEALTH_CHECK_PATH set to /status instead of /healthz, but last inspected config gave /healthz. We need to verify actual config. Perhaps inspect config again? But we already inspected config and got /healthz. Could be that the config is correct but health checks failing due to something else. We need to gather evidence: inspect logs of load_balancer to see health check failures. Or inspect metrics of load_balancer. Since steps_remaining is 1 after this action? Actually steps_remaining: 1 (meaning after this step, there will be 0 steps left? Actually step:7, steps_remaining:1. So we have one more action after this? Wait steps_remaining indicates steps left to take? Usually steps_remaining is how many steps left before we must resolve. It says steps_remaining:1, meaning we have one more action we can take before we must resolve? We need to gather evidence before remediation, so we should use this step to gather evidence, then",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": -0.05,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "check_status(message_queue)",
"reward": 0,
"summary": "message_queue status is healthy."
},
{
"step": 5,
"action": "inspect_metrics(message_queue)",
"reward": -0.05,
"summary": "Inspected metrics for message_queue."
},
{
"step": 6,
"action": "inspect_logs(message_queue)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for message_queue."
},
{
"step": 7,
"action": "inspect_metrics(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for message_queue."
},
{
"step": 8,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for message_queue."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 8,
"invalid_actions": 1,
"repeated_actions": 5,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 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_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_config(database, max_connections)",
"reward": -0.05,
"summary": "Inspected config 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": -0.04999999999999999,
"summary": "Inspected config for database."
},
{
"step": 7,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 8,
"action": "inspect_metrics(database) shows active_connections 49, max_connections 50, connection_wait_ms 920. So near max. Known findings: active connections near max. Steps remaining: 1. We need to resolve incident. Likely we need to increase max_connections or restart service? Minimal fix: update config to increase max_connections. So we need inspect_config to see current max_connections? But we already know max_connections is 50 from metrics? Actually metrics show max_connections: 50. That's likely the configured max. We could update config to increase it. But we should first inspect config to confirm key. However we have only one step left. We need to resolve incident. The best action: update_config(database, max_connections, 100) maybe. But we need to be sure key name. Could be \"max_connections\". Use update_config(service, key, value). So action: update_config(database, max_connections, 100)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 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": "update_config(cache, TTL_SECONDS, 60)",
"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": "inspect_config(cache, TTL_SECONDS)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "update_config(cache, TTL_SECONDS, new value). What value? Could be something like 300. But we need to decide based on evidence. We haven't inspected metrics yet. Might want to inspect metrics to confirm low hit rate. However known findings already say cache metrics show low hit rate. Could proceed to fix. The instruction: gather evidence before remediation. We have some evidence: config inspection. But we haven't inspected metrics. Might be good to inspect_metrics(cache) to see hit rate. Then update config. Since we have only one action to return, we need to pick the next best action. The known findings already include that cache metrics show low hit rate. So we could skip metrics and go to update config. However the instruction says gather evidence before remediation. We have config evidence, but maybe need metric evidence. Let's inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 7,
"action": "inspect_config(cache, TTL_SECONDS)",
"reward": -0.04999999999999999,
"summary": "Inspected config for cache."
},
{
"step": 8,
"action": "update_config(cache, TTL_SECONDS, new value). What value? Not given. Could increase to something like 300. But we need to choose an action. Probably update_config(cache, TTL_SECONDS, 300)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 6,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 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."
},
{
"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_worker_saturation",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"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_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
},
{
"step": 5,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 6,
"action": "inspect_config(web_server)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 7,
"action": "update_config(web_server, MAX_WORKERS, new value). Need to decide value. Could be something like 32. But we need to gather evidence before remediation? The instruction: \"Gather evidence before remediation. Apply minimal fixes.\" We have already inspected config. We might want to inspect metrics to confirm saturation. But known findings already say web metrics show queueing and worker saturation. However we could still inspect metrics to be safe. But we have only 2 steps remaining. Step 6, steps_remaining 2. We could do inspect_metrics(web_server)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 8,
"action": "We need to choose next action. The last action attempted was update_config with missing value, causing error. We need to gather evidence before remediation. We have known findings: web metrics show queueing and worker saturation, and MAX_WORKERS too low. We could inspect metrics to confirm, but we already have that known finding. However we need to follow instruction: gather evidence before remediation. We haven't inspected metrics yet in this session? The known findings may be from prior steps. But we can still inspect metrics to be safe. Steps remaining: 1 (since step 7, steps_remaining 1). Actually step 7, steps_remaining 1 means we have one action left before done? We need to resolve incident. We have to decide value for MAX_WORKERS. We could inspect metrics to see current saturation level, then update config. But we only have one step left. If we inspect metrics now, we won't have step to update config. So we should directly update config with a value. But we need to gather evidence before remediation; we have known findings already. Perhaps we can consider that as evidence. So we can proceed to update_config with a reasonable value, like 32. The error was missing value.",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 8,
"invalid_actions": 1,
"repeated_actions": 4,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 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(cache)",
"reward": 0.06666666666666667,
"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)",
"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)",
"reward": -0.04999999999999999,
"summary": "Inspected config for cache."
},
{
"step": 7,
"action": "inspect_m",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 8,
"action": "update_config(cache, memory_limit, 2GB)",
"reward": -0.15000000000000005,
"summary": "Updated cache config, but the incident persists."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 1,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.3
},
"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, query_timeout)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_config(database, query_timeout) returned config query_timeout: null (meaning not set?). Known findings: Database logs show queries canceled exactly at the low timeout. So likely the query_timeout is set too low (maybe default low). The config shows null meaning maybe not set, but logs show low timeout causing cancellations. We need to inspect metrics? Or check status? Probably we need to see what the actual timeout value is, maybe it's set via some other config. Could inspect_metrics(database) to see query latency, timeouts. Or inspect_logs(database) to see more details. But we already have logs showing queries canceled exactly at low timeout. So we need to adjust the timeout. To update config, we need to know what value to set. Could inspect_config for other timeout parameters? Or maybe check current value via inspect_config without key? The inspect_config(service, key?) can optionally take key; if omitted returns all config? Let's try inspect_config(database) to see all config. That seems reasonable. Then we can update query_timeout to a higher value. So next action: inspect_config(database)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_config(database)",
"reward": 0.10000000000000002,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "update_config(database, QUERY_TIMEOUT_MS, 5000)",
"reward": 0.25,
"summary": "Updated database config QUERY_TIMEOUT_MS."
},
{
"step": 7,
"action": "inspect_logs(database)",
"reward": -0.050000000000000044,
"summary": "Inspected logs for database."
},
{
"step": 8,
"action": "inspect_logs(database)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for database."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 2,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 4,
"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 5,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 100",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 6,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 100)",
"reward": -0.15,
"summary": "Updated load_balancer config, but the incident persists."
},
{
"step": 7,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 100)",
"reward": -0.2,
"summary": "Updated load_balancer config, but the incident persists."
},
{
"step": 8,
"action": "We need to choose next action. The incident: load balancer connection limit low. We already updated config to MAX_CONNECTIONS=100 but incident persists. Known findings: metrics show connection utilization pinned near 100%, config too low. So we need to increase MAX_CONNECTIONS further. Perhaps inspect current value? We already know previous 100, value 100 (no change?). Actually update_config set to 100 but previous was 100? That suggests it was already 100. So we need to increase beyond 100. Let's inspect config to see current MAX_CONNECTIONS. Then update to higher value, maybe 200. Since steps_remaining=1, we need to finish in one action? Actually steps_remaining=1 means after this action, done? We need to resolve incident. Could we directly resolve_incident? We need root cause and fix. Root cause: MAX_CONNECTIONS too low. Fix: increase MAX_CONNECTIONS to appropriate value (e.g., 200). We can call resolve_incident with those. But we should gather evidence first? The instruction: Gather evidence before remediation. We have known findings already",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 1,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.08333333333333331
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_config(message_queue, retry_limit)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
},
{
"step": 2,
"action": "update_config(message_queue, retry_limit, 5)",
"reward": 0.25,
"summary": "Updated message_queue config retry_limit."
},
{
"step": 3,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666665,
"summary": "Inspected logs for message_queue."
},
{
"step": 4,
"action": "inspect_config(message_queue, RETRY_LIMIT)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 5,
"action": "update_config(message_queue, RETRY_LIMIT, 3)",
"reward": -0.15,
"summary": "Updated message_queue config, but the incident persists."
},
{
"step": 6,
"action": "inspect_logs(message_queue)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for message_queue."
},
{
"step": 7,
"action": "inspect_config(message_queue, RETRY_LIMIT)",
"reward": -0.04999999999999999,
"summary": "Inspected config for message_queue."
},
{
"step": 8,
"action": "update_config(message_queue, RETRY_LIMIT, some higher value). What value? Could be 5 or 10. Usually increase. Let's pick 5. So action: update_config(message_queue, RETRY_LIMIT, 5)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(load_balancer)",
"reward": -0.05,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 4,
"action": "inspect_config(load_balancer)",
"reward": -0.05,
"summary": "Inspected config for load_balancer."
},
{
"step": 5,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 6,
"action": "inspect_metrics(load_balancer)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 7,
"action": "inspect_config(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected config for load_balancer."
},
{
"step": 8,
"action": "inspect_config(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected config for load_balancer."
}
]
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(message_queue, visibility_timeout)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_config(message_queue, visibility_timeout)",
"reward": -0.05,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, visibility_timeout, 300)",
"reward": -0.15000000000000002,
"summary": "Updated message_queue config, but the incident persists."
},
{
"step": 5,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for message_queue."
},
{
"step": 6,
"action": "inspect_config(message_queue, visibility_timeout)",
"reward": -0.050000000000000044,
"summary": "Inspected config for message_queue."
},
{
"step": 7,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999993,
"summary": "Inspected logs for message_queue."
},
{
"step": 8,
"action": "inspect_config(message_queue, visibility_timeout)",
"reward": -0.050000000000000044,
"summary": "Inspected config for message_queue."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"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, 3000). Then maybe restart_service(web_server)",
"reward": -0.15,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 6,
"action": "restart_service(web_server\". That seems malformed; they attempted to update config but the value string includes extra text. The result shows they updated config but the value stored is \"3000). Then maybe restart_service(web_server\". So the config is not correct numeric. Need to fix config properly: set TIMEOUT_MS to appropriate value, maybe 3000 ms (or higher). Then maybe restart service. Since we need to gather evidence before remediation, but we already have known findings. However we should verify current config and maybe metrics. The instruction: \"Gather evidence before remediation. Apply minimal fixes.\" So we should inspect config to see current value, then maybe update correctly. Since we can only return one action. Which action is best next? We could inspect_config(web_server, TIMEOUT_MS)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 7,
"action": "inspect_config(web_server, TIMEOUT_MS)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 8,
"action": "inspect_config(web_server, TIMEOUT_MS) gave weird result: config shows \"TIMEOUT_MS\": \"3000)",
"reward": 0,
"summary": "Inspected config for web_server."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 1,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 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_logs(database)",
"reward": 0,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "inspect_config(database, max_connections)",
"reward": -0.04999999999999999,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "update_config(database, max_connections, 200). However we need to ensure we have permission. The instruction: gather evidence before remediation. We have evidence: connection saturation. Could also check status of database. But we have enough to propose fix. The next action should be update_config(database, max_connections, 200). Or maybe restart_service(database)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 8,
"action": "update_config(database, max_connections, 200)",
"reward": -0.14999999999999997,
"summary": "Updated database config, but the incident persists."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 9,
"invalid_actions": 2,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_config(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "inspect_config(web_server, CACHE_HOST)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(web_server, C",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_config(web_server, CACHE_HOST)",
"reward": -0.05,
"summary": "Inspected config for web_server."
},
{
"step": 6,
"action": "update_config(web_server, CACHE_HOST, cache)",
"reward": -0.15000000000000002,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 7,
"action": "inspect_config(web_server, CACHE_HOST)",
"reward": -0.04999999999999999,
"summary": "Inspected config for web_server."
},
{
"step": 8,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for web_server."
},
{
"step": 9,
"action": "We need to choose next action. The incident: web tier bypassing cache due to wrong CACHE_HOST. Known findings: Web CACHE_HOST points at wrong endpoint. We need to fix config. Likely need to inspect config of web_server for CACHE_HOST, then update it. Since steps_remaining =1, we need to resolve incident in this step? Actually we have one step left. We should probably inspect config to confirm, then update config. But we can only return one action. We need to decide which action will resolve. The known finding already says CACHE_HOST points at wrong endpoint. We could directly update config. But we need to know correct value. Not given. Perhaps we need to inspect config first to see current value, then update. But only one action left. Maybe we can resolve incident directly with root cause and fix. The resolve_incident action takes root_cause and fix. We have root cause: misconfigured CACHE_HOST. Fix: update CACHE_HOST to correct value (maybe cache.internal). We don't know correct value but maybe it's cache.internal. Could guess. However better to inspect config to get current value, then we could infer correct? But only one action left. Perhaps we can inspect config and then",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 9,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 3,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"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(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "inspect_logs(database)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for database."
},
{
"step": 7,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 8,
"action": "inspect_logs(database)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for database."
},
{
"step": 9,
"action": "inspect_config(database, replica_enabled)",
"reward": 0,
"summary": "Inspected config for database."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 9,
"invalid_actions": 2,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.1833333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 2,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 3,
"action": "inspect_config(cache)",
"reward": -0.05,
"summary": "Inspected config for cache."
},
{
"step": 4,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 5,
"action": "inspect_config(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 6,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 7,
"action": "update_config(web_server, USE_CACHE, True). Last result: updated web_server config USE_CACHE to true, previous false, value true, correct_remediation true. Known findings: cache metrics show almost no traffic after rollout. Web USE_CACHE is false after the config rollout. Wait: The last action set USE_CACHE to true, but known findings say web USE_CACHE is false after the config rollout. That suggests the update didn't take effect? Or maybe the config didn't propagate? We need to inspect config of web_server for USE_CACHE to see current value. Or inspect logs to see why cache not being used. Since we have just updated config, we should verify that the config is indeed set. Use inspect_config(web_server, USE_CACHE)",
"reward": -0.050000000000000044,
"summary": "Invalid action."
},
{
"step": 8,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 9,
"action": "We need to choose the next action. The incident: cache disabled config regression. Known findings: Cache metrics show almost no traffic after rollout. Web USE_CACHE is false after config rollout. So the web server config USE_CACHE is false, causing cache not used, leading to DB load increase. The last action inspected config web_server USE_CACHE and got true? Wait last_result shows USE_CACHE: true. But known_findings says Web USE_CACHE is false after the config rollout. There's a discrepancy: maybe the config is true but something else? Actually last_result shows USE_CACHE: true. But known_findings says false. Possibly the config is true but the cache is disabled elsewhere? Let's think: The incident is cache disabled config regression. The web server config USE_CACHE should be true to use cache. If it's false, cache not used. The last action inspected config and got true, meaning config is true. But known_findings says false after rollout. Maybe the config is true but the cache service is disabled? We need to check cache config or status. Since steps_remaining is 1, we need to resolve incident now. We need to identify root cause and fix. Likely root cause: web server config USE_CACHE set to",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 5,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "inspect_metrics(database) to quantify latency. Or inspect_metrics(message_queue)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_logs(database) to see slow queries. Or inspect_metrics(database)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 6,
"action": "inspect_metrics(database) to confirm high read latency, or inspect_logs(database) to see slow queries. Since we have known findings already, maybe we should check status of message_queue? Or check_status(message_queue) to see backlog. But we already have alert about backlog. The goal is to apply minimal fix: likely we need to address database slow queries: maybe update config (e.g., increase DB connection pool, add index) or restart service? But we need to gather evidence before remediation. So we should inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 7,
"action": "inspect_metrics(database). The known findings already indicate database metrics show high read latency and logs show slow read queries. But we need to gather evidence before remediation. The last_result says invalid action, but we still need to pick a valid action. The known findings already have that info, but maybe we need to confirm? The instruction: \"Gather evidence before remediation.\" We have known findings already, but we could still inspect_metrics(database) to get concrete metrics. Or inspect_logs(database) to see slow queries. Since we have known findings about both metrics and logs, maybe we should check status of message_queue? But we already have alert about backlog. The goal is to apply minimal fix: likely address database slow queries: maybe update config (increase DB connection pool, add index) or restart service. But we need to gather evidence before remediation. So we should inspect_metrics(database) or inspect_logs(database)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 8,
"action": "inspect_metrics(database) but got error: \"inspect_metrics requires exactly one service argument.\" Wait, they gave inspect_metrics(database) which is one argument. The error says requires exactly one service argument. Maybe they expect no parentheses? Actually the format: inspect_metrics(service). That's one argument. The error says invalid action because they wrote inspect_metrics(database). The known findings already indicate... but they said last_result says invalid action, but we still need to pick a valid action. The error details: \"inspect_metrics requires exactly one service argument.\" That's weird: maybe they think we gave too many? Actually they gave a string inside parentheses that includes extra text? The last_action they wrote: \"inspect_metrics(database). The known findings already indicate ...\" That's not a valid action; they included extra text after the parentheses. So the system parsed that as invalid. So we need to output a valid action now. We have one step remaining. We need to gather evidence before remediation. We have known findings about database metrics and logs. Perhaps we should inspect_logs(database) to see slow queries, or inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "misleading_lb_502_cache_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 3,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.3
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 4,
"action": "check_status(cache)",
"reward": 0.06666666666666668,
"summary": "cache status is crashed."
},
{
"step": 5,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 6,
"action": "restart_service(cache) and result: cache restarted, status healthy, correct_remediation true. So cache is now healthy. The incident likely resolved? But we need to verify that the 502s are gone. We can check status of load balancer or web_server or maybe inspect logs to confirm. Since we have steps_remaining 3, done false. We should verify that the issue is fixed. Perhaps check_status(load_balancer) or inspect_metrics(load_balancer) or inspect_logs(web_server). The known findings indicate that after cache restart, the upstream cache calls should succeed. Let's check status of web_server to see if it's healthy. Or check_status(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 7,
"action": "check_status(load_balancer) to see if it's healthy. Or inspect_metrics(load_balancer) to see 502 rate. Or inspect_logs(web_server)",
"reward": -0.050000000000000044,
"summary": "Invalid action."
},
{
"step": 8,
"action": "check_status(cache) or inspect_metrics(cache) or inspect_logs(cache). Since we need to confirm root cause, we can check_status(cache)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "load_balancer_bad_backend_weight",
"metrics": {
"total_steps": 8,
"invalid_actions": 3,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 2,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 3,
"action": "inspect_config(load_balancer)",
"reward": -0.05,
"summary": "Inspected config for load_balancer."
},
{
"step": 4,
"action": "inspect_config(load_balancer). Next we could inspect_metrics(load_balancer) to confirm traffic distribution. Or inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_metrics(load_balancer)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 6,
"action": "inspect_config(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected config for load_balancer."
},
{
"step": 7,
"action": "inspect_metrics(load_balancer) to see current traffic distribution. Or inspect_metrics(web_server)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 8,
"action": "update_config(load_balancer, key, value). The key likely \"WEB_WEIGHT_PRIMARY\" or maybe \"WEB_WEIGHT_SECONDARY\". We need to set weight to something else, maybe 50 each? But we need to gather evidence before remediation? The instruction: \"Gather evidence before remediation. Apply minimal fixes.\" We have already some findings: config and metrics. Might need to inspect config to confirm the key. Let's inspect_config(load_balancer, \"WEB_WEIGHT_PRIMARY\")",
"reward": -0.050000000000000044,
"summary": "Invalid action."
}
]
}
],
"baseline": "open_source",
"model": "nvidia/nemotron-3-super-120b-a12b:free",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent open_source --model nvidia/nemotron-3-super-120b-a12b:free --episodes 1 --output open_source_nvidia_nemotron-3-super-120b-a12b-free_episodes1.json"
},
{
"agent": "open_source",
"episodes_per_task": 1,
"seed": 0,
"model_override": "mistralai/mistral-small-3.2-24b-instruct",
"base_url_override": null,
"difficulty": null,
"overall": {
"success_rate": 0.04,
"mean_reward": 0.09933333333333333,
"mean_steps": 8.04,
"invalid_action_rate": 0,
"evidence_coverage": 0.7933333333333333,
"wrong_remediation_rate": 0.4230769230769231,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0.44
},
"by_task": {
"cache_crash": {
"success_rate": 0,
"mean_reward": 0.25,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"database_disk_full": {
"success_rate": 0,
"mean_reward": 0.14999999999999997,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_memory_pressure": {
"success_rate": 0,
"mean_reward": 0.2,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.3333333333333333,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"load_balancer_health_check_misconfig": {
"success_rate": 0,
"mean_reward": 0.4,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_backlog_consumers_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"db_pool_exhaustion": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_latency_degradation": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"web_worker_saturation": {
"success_rate": 0,
"mean_reward": 0.3,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_eviction_storm": {
"success_rate": 0,
"mean_reward": 0.2,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"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,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"load_balancer_connection_limit_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.6666666666666666,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_retry_limit_low": {
"success_rate": 0,
"mean_reward": 0.1333333333333333,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.3333333333333333,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_sticky_session_hotspot": {
"success_rate": 1,
"mean_reward": 0.6833333333333333,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_visibility_timeout_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"web_timeout_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_web_500_db_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"web_cache_host_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 9,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"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,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_disabled_config_regression": {
"success_rate": 0,
"mean_reward": 0.1333333333333333,
"mean_steps": 9,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_queue_backlog_db_rootcause": {
"success_rate": 0,
"mean_reward": 0.03333333333333327,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"misleading_lb_502_cache_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"load_balancer_bad_backend_weight": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
}
},
"records": [
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 3,
"remediation_actions": 2,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.25
},
"evidence_coverage": 1,
"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": "check_status(cache)",
"reward": 0.06666666666666668,
"summary": "cache status is crashed."
},
{
"step": 6,
"action": "restart_service(cache)",
"reward": 0.24999999999999997,
"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": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"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."
},
{
"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": "resolve_incident(worker processes exited unexpectedly, restart_service(web_server))",
"reward": -0.19999999999999998,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.14999999999999997
},
"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": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_logs(database)",
"reward": -0.04999999999999999,
"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, disk)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 7,
"action": "resolve_incident(Database disk full, Free up disk space)",
"reward": 0.04999999999999996,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 3,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.2
},
"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": "inspect_config(cache, MAX_MEMORY_MB)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 7,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 8,
"action": "update_config(cache, MAX_MEMORY_MB, 8192)",
"reward": 0,
"summary": "Updated cache config MAX_MEMORY_MB."
}
]
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_logs(message_queue)",
"reward": -0.05,
"summary": "Inspected logs for message_queue."
},
{
"step": 4,
"action": "inspect_config(message_queue, memory_limit)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 5,
"action": "inspect_logs(message_queue)",
"reward": -0.05,
"summary": "Inspected logs for message_queue."
},
{
"step": 6,
"action": "inspect_config(message_queue, memory_limit)",
"reward": -0.05000000000000002,
"summary": "Inspected config for message_queue."
},
{
"step": 7,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for message_queue."
},
{
"step": 8,
"action": "resolve_incident(memory pressure, restart_service(message_queue))",
"reward": -0.20000000000000004,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 3,
"remediation_actions": 2,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.4
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, health_check)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 5,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for load_balancer."
},
{
"step": 6,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.25,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 7,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"step": 8,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": -0.04999999999999999,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": -0.05,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "inspect_logs(message_queue)",
"reward": -0.05,
"summary": "Inspected logs for message_queue."
},
{
"step": 5,
"action": "inspect_metrics(message_queue)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for message_queue."
},
{
"step": 6,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for message_queue."
},
{
"step": 7,
"action": "inspect_config(message_queue, consumers)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 8,
"action": "resolve_incident(consumers, update_config(message_queue, consumers, 10))",
"reward": -0.20000000000000004,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 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_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "inspect_config(database, max_connections)",
"reward": -0.05000000000000002,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "inspect_config(database, max_connections)",
"reward": -0.05000000000000002,
"summary": "Inspected config for database."
},
{
"step": 7,
"action": "update_config(database, max_connections, 200)",
"reward": -0.15000000000000002,
"summary": "Updated database config, but the incident persists."
},
{
"step": 8,
"action": "inspect_config(database, max_connections)",
"reward": -0.04999999999999993,
"summary": "Inspected config for database."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 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_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_config(cache, expire_time)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
},
{
"step": 7,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 8,
"action": "update_config(cache, TTL_SECONDS, 60)",
"reward": -0.15000000000000002,
"summary": "Updated cache config, but the incident persists."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"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, indexes)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "inspect_config(database, indexes)",
"reward": -0.05000000000000002,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "inspect_config(database, indexes)",
"reward": -0.04999999999999999,
"summary": "Inspected config for database."
},
{
"step": 8,
"action": "resolve_incident(Database query p95 latency is high while connection count is normal. Database logs show repeated sequential scans on orders., Add an index to the orders table.)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.3
},
"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_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_config(web_server, max_workers)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 6,
"action": "update_config(web_server, max_workers, 100)",
"reward": 0.24999999999999997,
"summary": "Updated web_server config max_workers."
},
{
"step": 7,
"action": "inspect_metrics(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for web_server."
},
{
"step": 8,
"action": "update_config(web_server, MAX_WORKERS, 1000)",
"reward": 0,
"summary": "Updated web_server config MAX_WORKERS."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 3,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.2
},
"evidence_coverage": 1,
"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_config(cache)",
"reward": 0.0666666666666667,
"summary": "Inspected config 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": "inspect_metrics(cache)",
"reward": -0.050000000000000044,
"summary": "Inspected metrics for cache."
},
{
"step": 7,
"action": "inspect_config(cache, memory_limit)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 8,
"action": "update_config(cache, memory_limit, 4096)",
"reward": -0.14999999999999997,
"summary": "Updated cache config, but the incident persists."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"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_config(database, timeout)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "inspect_config(database, query_timeout)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "inspect_config(database, query_timeout)",
"reward": -0.05000000000000002,
"summary": "Inspected config for database."
},
{
"step": 8,
"action": "resolve_incident(Database queries canceled due to low timeout setting, Set a higher timeout value)",
"reward": -0.19999999999999998,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 3,
"wrong_remediations": 2,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 1000)",
"reward": -0.15,
"summary": "Updated load_balancer config, but the incident persists."
},
{
"step": 4,
"action": "inspect_metrics(load_balancer)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 5,
"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 6,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 2000)",
"reward": 0.25,
"summary": "Updated load_balancer config MAX_CONNECTIONS."
},
{
"step": 7,
"action": "inspect_metrics(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 8,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 1000)",
"reward": -0.2,
"summary": "Updated load_balancer config, but the incident persists."
}
]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 3,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.1333333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue, retry_limit)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, retry_limit, 5)",
"reward": 0.24999999999999997,
"summary": "Updated message_queue config retry_limit."
},
{
"step": 4,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for message_queue."
},
{
"step": 5,
"action": "inspect_config(message_queue, RETRY_LIMIT)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 6,
"action": "update_config(message_queue, RETRY_LIMIT, 3)",
"reward": -0.15000000000000002,
"summary": "Updated message_queue config, but the incident persists."
},
{
"step": 7,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for message_queue."
},
{
"step": 8,
"action": "update_config(message_queue, RETRY_LIMIT, 5)",
"reward": 0,
"summary": "Updated message_queue config RETRY_LIMIT."
}
]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.6833333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(load_balancer)",
"reward": -0.05,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 4,
"action": "inspect_config(load_balancer, STICKY_SESSIONS)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 5,
"action": "inspect_metrics(load_balancer)",
"reward": -0.05,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 6,
"action": "inspect_config(load_balancer, STICKY_SESSIONS)",
"reward": -0.05000000000000002,
"summary": "Inspected config for load_balancer."
},
{
"step": 7,
"action": "update_config(load_balancer, STICKY_SESSIONS, False)",
"reward": 0.24999999999999997,
"summary": "Updated load_balancer config STICKY_SESSIONS."
},
{
"step": 8,
"action": "resolve_incident(load_balancer_sticky_session_hotspot, disable sticky sessions on load balancer)",
"reward": 0.45000000000000007,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue, visibility_timeout)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "inspect_logs(message_queue)",
"reward": -0.05,
"summary": "Inspected logs for message_queue."
},
{
"step": 4,
"action": "inspect_config(message_queue, visibility_timeout)",
"reward": -0.05,
"summary": "Inspected config for message_queue."
},
{
"step": 5,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 6,
"action": "inspect_config(message_queue, visibility_timeout)",
"reward": -0.05000000000000002,
"summary": "Inspected config for message_queue."
},
{
"step": 7,
"action": "update_config(message_queue, visibility_timeout, 600)",
"reward": -0.15000000000000002,
"summary": "Updated message_queue config, but the incident persists."
},
{
"step": 8,
"action": "resolve_incident(Message queue visibility timeout too short, update_config(message_queue, visibility_timeout, 600))",
"reward": 0.05000000000000002,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 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_config(web_server, timeout)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 5,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 6,
"action": "inspect_config(web_server, timeout)",
"reward": -0.05,
"summary": "Inspected config for web_server."
},
{
"step": 7,
"action": "inspect_metrics(web_server)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for web_server."
},
{
"step": 8,
"action": "inspect_config(web_server, timeout)",
"reward": -0.04999999999999999,
"summary": "Inspected config for web_server."
}
]
},
{
"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": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"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": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "update_config(database, max_connections, 1000)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "resolve_incident(connection saturation, increase max connections)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 9,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 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": "inspect_config(cache)",
"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)",
"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)",
"reward": -0.05,
"summary": "Inspected config for cache."
},
{
"step": 7,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for web_server."
},
{
"step": 8,
"action": "inspect_config(web_server, cache_host)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
},
{
"step": 9,
"action": "update_config(web_server, cache_host, cache)",
"reward": -0.14999999999999997,
"summary": "Updated web_server config, but the incident persists."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 9,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "inspect_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "inspect_config(database, max_connections)",
"reward": -0.05000000000000002,
"summary": "Inspected config for database."
},
{
"step": 8,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 9,
"action": "resolve_incident(database read query latency, increase database max_connections)",
"reward": -0.20000000000000004,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 9,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"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_config(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": -0.05000000000000002,
"summary": "Inspected config for web_server."
},
{
"step": 7,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.24999999999999997,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 8,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 9,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": -0.04999999999999999,
"summary": "Updated web_server config USE_CACHE."
}
]
},
{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.03333333333333327
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_logs(message_queue)",
"reward": -0.05,
"summary": "Inspected logs for message_queue."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.05,
"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": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 8,
"action": "resolve_incident(high database read latency, optimize database read performance)",
"reward": 0.04999999999999996,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "misleading_lb_502_cache_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 7,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 8,
"action": "resolve_incident(root_cause=\"cache is down\", fix=\"restart cache\")",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_bad_backend_weight",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, backend_weights)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "inspect_config(load_balancer, backend_weights)",
"reward": -0.05,
"summary": "Inspected config for load_balancer."
},
{
"step": 5,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 6,
"action": "inspect_config(load_balancer, backend_weights)",
"reward": -0.05000000000000002,
"summary": "Inspected config for load_balancer."
},
{
"step": 7,
"action": "update_config(load_balancer, backend_weights, 50,50)",
"reward": -0.15000000000000002,
"summary": "Updated load_balancer config, but the incident persists."
},
{
"step": 8,
"action": "inspect_metrics(load_balancer)",
"reward": -0.04999999999999993,
"summary": "Inspected metrics for load_balancer."
}
]
}
],
"baseline": "open_source",
"model": "mistralai/mistral-small-3.2-24b-instruct",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent open_source --model mistralai/mistral-small-3.2-24b-instruct --episodes 1 --output open_source_mistralai_mistral-small-3.2-24b-instruct_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": 0.52,
"mean_reward": 0.5269444444444444,
"mean_steps": 6.28,
"invalid_action_rate": 0.012738853503184714,
"evidence_coverage": 0.86,
"wrong_remediation_rate": 0.25806451612903225,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0.36
},
"by_task": {
"cache_crash": {
"success_rate": 1,
"mean_reward": 0.8833333333333333,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 1,
"mean_reward": 0.8833333333333333,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"database_disk_full": {
"success_rate": 0,
"mean_reward": 0.44999999999999996,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_memory_pressure": {
"success_rate": 0,
"mean_reward": 0.44999999999999996,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"message_queue_crash": {
"success_rate": 0,
"mean_reward": 0.2,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"load_balancer_health_check_misconfig": {
"success_rate": 1,
"mean_reward": 0.5833333333333334,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_backlog_consumers_low": {
"success_rate": 1,
"mean_reward": 0.875,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_pool_exhaustion": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_latency_degradation": {
"success_rate": 1,
"mean_reward": 0.8250000000000001,
"mean_steps": 6,
"invalid_action_rate": 0.16666666666666666,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
"success_rate": 0,
"mean_reward": 0.2,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"web_worker_saturation": {
"success_rate": 0,
"mean_reward": 0.29999999999999993,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_eviction_storm": {
"success_rate": 0,
"mean_reward": 0.1833333333333333,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"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,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_connection_limit_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_retry_limit_low": {
"success_rate": 1,
"mean_reward": 0.8708333333333333,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_sticky_session_hotspot": {
"success_rate": 1,
"mean_reward": 0.7958333333333333,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_visibility_timeout_low": {
"success_rate": 0,
"mean_reward": 0.2,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"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,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_web_500_db_rootcause": {
"success_rate": 1,
"mean_reward": 0.7,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"web_cache_host_misconfig": {
"success_rate": 0,
"mean_reward": 0.4,
"mean_steps": 9,
"invalid_action_rate": 0.1111111111111111,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"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,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_disabled_config_regression": {
"success_rate": 1,
"mean_reward": 0.7611111111111111,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_queue_backlog_db_rootcause": {
"success_rate": 1,
"mean_reward": 0.7958333333333333,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_lb_502_cache_rootcause": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_bad_backend_weight": {
"success_rate": 0,
"mean_reward": 0.3833333333333333,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
}
},
"records": [
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8833333333333333
},
"evidence_coverage": 0.6666666666666666,
"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": "restart_service(cache)",
"reward": 0.24999999999999997,
"summary": "Restarted cache."
},
{
"step": 4,
"action": "resolve_incident(Cache service crashed, causing hit rate collapse and elevated latency, Restarted the cache service)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8833333333333333
},
"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 workers crashed with SIGSEGV causing degraded API availability\", fix=\"restarted web_server to respawn healthy workers\")",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.44999999999999996
},
"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": "resolve_incident(database disk quota exhausted causing no_space_left_on_device write failures, increased DISK_QUOTA_GB from 100 to 200)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.44999999999999996
},
"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, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 4,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 5,
"action": "resolve_incident(cache MAX_MEMORY_MB was too low causing memory pressure and evictions, increased MAX_MEMORY_MB from 256 to 1024)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.2
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "check_status(message_queue)",
"reward": 0.06666666666666667,
"summary": "message_queue status is crashed."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "inspect_config(message_queue)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 5,
"action": "restart_service(message_queue)",
"reward": 0.25,
"summary": "Restarted message_queue."
},
{
"step": 6,
"action": "inspect_metrics(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for message_queue."
},
{
"step": 7,
"action": "resolve_incident(oom_killed_message_queue_broker, restarted_message_queue_service)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.5833333333333334
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "check_status(load_balancer)",
"reward": 0,
"summary": "load_balancer status is degraded."
},
{
"step": 2,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 3,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 4,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.24999999999999997,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 5,
"action": "check_status(load_balancer)",
"reward": -0.04999999999999999,
"summary": "load_balancer status is degraded."
},
{
"step": 6,
"action": "inspect_logs(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for load_balancer."
},
{
"step": 7,
"action": "restart_service(load_balancer)",
"reward": -0.15000000000000002,
"summary": "Restarted load_balancer, but the incident persists."
},
{
"step": 8,
"action": "resolve_incident(load_balancer HEALTH_CHECK_PATH was set to /status causing 404 health checks and all web backends marked unhealthy, updated HEALTH_CHECK_PATH to /healthz)",
"reward": 0.45000000000000007,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.875
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "check_status(message_queue)",
"reward": 0,
"summary": "message_queue status is healthy."
},
{
"step": 3,
"action": "inspect_config(message_queue)",
"reward": 0.1,
"summary": "Inspected config for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)",
"reward": 0.25,
"summary": "Updated message_queue config CONSUMER_CONCURRENCY."
},
{
"step": 5,
"action": "inspect_metrics(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for message_queue."
},
{
"step": 6,
"action": "resolve_incident(consumer concurrency too low causing message queue backlog, increased CONSUMER_CONCURRENCY from 4 to 16)",
"reward": 0.475,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 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(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 6,
"invalid_actions": 1,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8250000000000001
},
"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": "resolve_incident(Cache TTL_SECONDS was set too low, causing frequent expirations and a low hit rate on product pages, Increased cache TTL_SECONDS from 5 to 300 to improve cache hit rate and reduce application latency)",
"reward": -0.050000000000000044,
"summary": "Invalid action."
},
{
"step": 6,
"action": "resolve_incident(Cache TTL_SECONDS was set too low, causing frequent expirations and low cache hit rate., Increased cache TTL_SECONDS from 5 to 300 to improve hit rate and reduce latency.)",
"reward": 0.4750000000000001,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.2
},
"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": "resolve_incident(missing orders.user_id index causing sequential scans on order history queries, enabled INDEX_ORDERS_USER_ID to create/use the orders user_id index)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.29999999999999993
},
"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": "restart_service(web_server)",
"reward": -0.15000000000000002,
"summary": "Restarted web_server, but the incident persists."
},
{
"step": 6,
"action": "resolve_incident(web_server MAX_WORKERS too low for promotion traffic causing worker saturation and queueing, increased MAX_WORKERS from 16 to 64)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.1833333333333333
},
"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": "restart_service(cache)",
"reward": -0.15000000000000002,
"summary": "Restarted cache, but the incident persists."
},
{
"step": 7,
"action": "resolve_incident(cache memory limit below working set, increased MAX_MEMORY_MB to 1024)",
"reward": 0.04999999999999999,
"summary": "Resolution rejected."
}
]
},
{
"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,
"distractor_failures": 0,
"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 reporting queries, Increased database QUERY_TIMEOUT_MS from 1000ms to 5000ms)",
"reward": 0.4625,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 1000)",
"reward": -0.15,
"summary": "Updated load_balancer config, but the incident persists."
},
{
"step": 4,
"action": "inspect_metrics(load_balancer)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for load_balancer."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8708333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, RETRY_LIMIT, 5)",
"reward": 0.24999999999999997,
"summary": "Updated message_queue config RETRY_LIMIT."
},
{
"step": 4,
"action": "inspect_config(message_queue, RETRY_LIMIT)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 5,
"action": "resolve_incident(RETRY_LIMIT was set too low causing payment jobs to dead-letter after one transient failure, Updated message_queue RETRY_LIMIT from 1 to 5)",
"reward": 0.48750000000000004,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.7958333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "update_config(load_balancer, STICKY_SESSIONS, False)",
"reward": 0.24999999999999997,
"summary": "Updated load_balancer config STICKY_SESSIONS."
},
{
"step": 5,
"action": "inspect_metrics(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 6,
"action": "inspect_config(load_balancer, STICKY_SESSIONS)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 7,
"action": "resolve_incident(sticky sessions caused severe load balancer backend traffic skew and overloaded one web backend, disabled STICKY_SESSIONS on the load balancer)",
"reward": 0.46249999999999997,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.2
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for message_queue."
},
{
"step": 4,
"action": "update_config(message_queue, VISIBILITY_TIMEOUT_MS, 30000)",
"reward": 0.25,
"summary": "Updated message_queue config VISIBILITY_TIMEOUT_MS."
},
{
"step": 5,
"action": "inspect_metrics(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for message_queue."
},
{
"step": 6,
"action": "inspect_config(message_queue, VISIBILITY_TIMEOUT_MS)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 7,
"action": "resolve_incident(visibility timeout was too low causing messages to become visible before worker ack, increased VISIBILITY_TIMEOUT_MS from 5000 to 30000)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"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 misconfigured to 1000ms causing database upstream timeouts, increased web_server TIMEOUT_MS to 5000ms)",
"reward": 0.44999999999999996,
"summary": "Incident resolved."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.7
},
"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, 200)",
"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": "restart_service(database)",
"reward": -0.15000000000000002,
"summary": "Restarted database, but the incident persists."
},
{
"step": 8,
"action": "resolve_incident(database connection pool saturation, increased database DB_POOL_SIZE from 100 to 200)",
"reward": 0.44999999999999996,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 9,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.4
},
"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)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 4,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 5,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 6,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
},
{
"step": 7,
"action": "update_config(web_server, CACHE_HOST, cache.internal)",
"reward": 0.25,
"summary": "Updated web_server config CACHE_HOST."
},
{
"step": 8,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 9,
"action": "Thought: The root cause was confirmed and the config fix applied; I’ll resolve",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 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_replica_disabled_causing_database_read_saturation, enabled_READ_REPLICA_ENABLED)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.7611111111111111
},
"evidence_coverage": 1,
"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": "inspect_metrics(cache)",
"reward": 0.06666666666666665,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666671,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
},
{
"step": 7,
"action": "restart_service(web_server)",
"reward": -0.14999999999999997,
"summary": "Restarted web_server, but the incident persists."
},
{
"step": 8,
"action": "resolve_incident(cache disabled by web_server USE_CACHE=false config regression, restored web_server USE_CACHE=true)",
"reward": 0.461111111111111,
"summary": "Incident resolved."
}
]
},
{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.7958333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.24999999999999997,
"summary": "Updated database config READ_REPLICA_ENABLED."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "resolve_incident(database read replica disabled causing primary read saturation and slow queue workers, re-enabled READ_REPLICA_ENABLED on database)",
"reward": 0.46249999999999997,
"summary": "Incident resolved."
}
]
},
{
"task_id": "misleading_lb_502_cache_rootcause",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "check_status(cache)",
"reward": 0.06666666666666668,
"summary": "cache status is crashed."
},
{
"step": 4,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 5,
"action": "resolve_incident(cache crashed causing web_server cache connection refusals and load_balancer 502s, restarted cache service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_bad_backend_weight",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.3833333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, WEB_WEIGHT_PRIMARY, 50)",
"reward": 0.24999999999999997,
"summary": "Updated load_balancer config WEB_WEIGHT_PRIMARY."
},
{
"step": 4,
"action": "inspect_metrics(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 5,
"action": "inspect_config(load_balancer, WEB_WEIGHT_PRIMARY)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 6,
"action": "resolve_incident(load_balancer WEB_WEIGHT_PRIMARY was set to 100 causing all traffic to primary backend, set WEB_WEIGHT_PRIMARY to 50 to rebalance traffic)",
"reward": 0.04999999999999999,
"summary": "Resolution rejected."
}
]
}
],
"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"
},
{
"agent": "frontier",
"episodes_per_task": 1,
"seed": 0,
"model_override": "anthropic/claude-opus-4.7",
"base_url_override": null,
"difficulty": null,
"overall": {
"success_rate": 0.4,
"mean_reward": 0.4696666666666667,
"mean_steps": 4.04,
"invalid_action_rate": 0.0594059405940594,
"evidence_coverage": 0.6799999999999999,
"wrong_remediation_rate": 0.18181818181818182,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0.4
},
"by_task": {
"cache_crash": {
"success_rate": 1,
"mean_reward": 0.8833333333333333,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 1,
"mean_reward": 0.8708333333333333,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"database_disk_full": {
"success_rate": 0,
"mean_reward": 0.49999999999999994,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_memory_pressure": {
"success_rate": 0,
"mean_reward": 0.49999999999999994,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"message_queue_crash": {
"success_rate": 0,
"mean_reward": 0.1833333333333333,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"load_balancer_health_check_misconfig": {
"success_rate": 1,
"mean_reward": 0.8083333333333333,
"mean_steps": 6,
"invalid_action_rate": 0.16666666666666666,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_backlog_consumers_low": {
"success_rate": 1,
"mean_reward": 0.9500000000000001,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_pool_exhaustion": {
"success_rate": 1,
"mean_reward": 0.75,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_latency_degradation": {
"success_rate": 1,
"mean_reward": 0.8875,
"mean_steps": 5,
"invalid_action_rate": 0.2,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"web_worker_saturation": {
"success_rate": 0,
"mean_reward": 0.49999999999999994,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_eviction_storm": {
"success_rate": 0,
"mean_reward": 0.3833333333333333,
"mean_steps": 5,
"invalid_action_rate": 0.2,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"db_query_timeout_low": {
"success_rate": 0,
"mean_reward": 0.44999999999999996,
"mean_steps": 5,
"invalid_action_rate": 0.2,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"load_balancer_connection_limit_low": {
"success_rate": 0,
"mean_reward": 0.44999999999999996,
"mean_steps": 5,
"invalid_action_rate": 0.2,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"message_queue_retry_limit_low": {
"success_rate": 0,
"mean_reward": 0.11666666666666664,
"mean_steps": 3,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"load_balancer_sticky_session_hotspot": {
"success_rate": 1,
"mean_reward": 0.8833333333333333,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_visibility_timeout_low": {
"success_rate": 1,
"mean_reward": 0.8208333333333333,
"mean_steps": 5,
"invalid_action_rate": 0.2,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"web_timeout_misconfig": {
"success_rate": 1,
"mean_reward": 0.9375,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"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": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"web_cache_host_misconfig": {
"success_rate": 1,
"mean_reward": 0.8666666666666667,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cascading_db_latency": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_disabled_config_regression": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_queue_backlog_db_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_lb_502_cache_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_bad_backend_weight": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
}
},
"records": [
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8833333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "check_status(cache)",
"reward": 0.06666666666666667,
"summary": "cache status is crashed."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "restart_service(cache)",
"reward": 0.24999999999999997,
"summary": "Restarted cache."
},
{
"step": 4,
"action": "resolve_incident(Cache process crashed (SIGKILL), causing dropped hit rate and elevated latency from database fallback., Restarted the cache service to restore healthy state.)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8708333333333333
},
"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_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "restart_service(web_server)",
"reward": 0.24999999999999997,
"summary": "Restarted web_server."
},
{
"step": 5,
"action": "resolve_incident(Web server workers crashed with SIGSEGV, reducing healthy workers from 16 to 2 and degrading API availability., Restarted web_server to restore the worker pool to healthy state.)",
"reward": 0.48750000000000004,
"summary": "Incident resolved."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.49999999999999994
},
"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": "resolve_incident(Database disk quota exhausted causing write failures and blocked WAL archival, Increased DISK_QUOTA_GB from 100 to 200 to restore write capacity)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.49999999999999994
},
"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, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 4,
"action": "resolve_incident(Cache MAX_MEMORY_MB was too low causing memory pressure and high evictions, Increased MAX_MEMORY_MB from 256 to 1024)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.1833333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "check_status(message_queue)",
"reward": 0.06666666666666667,
"summary": "message_queue status is crashed."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "restart_service(message_queue)",
"reward": 0.24999999999999997,
"summary": "Restarted message_queue."
},
{
"step": 4,
"action": "resolve_incident(Message queue broker process was OOM-killed, causing crash and publish failures, Restarted the message_queue service to restore broker availability)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 6,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8083333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 2,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 4,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.24999999999999997,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 5,
"action": "resolve_incident(Load balancer health check path was misconfigured to /status which returned 404, causing all web backends to be marked unhealthy, Updated load_balancer HEALTH_CHECK_PATH from /status to /healthz)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 6,
"action": "resolve_incident(load_balancer health check path misconfigured to /status returning 404 so all web backends were marked unhealthy, set load_balancer HEALTH_CHECK_PATH to /healthz)",
"reward": 0.47500000000000003,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9500000000000001
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue)",
"reward": 0.1,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)",
"reward": 0.25,
"summary": "Updated message_queue config CONSUMER_CONCURRENCY."
},
{
"step": 4,
"action": "resolve_incident(Consumer concurrency too low to drain queue backlog, Increased CONSUMER_CONCURRENCY from 4 to 16)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.75
},
"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": "update_config(database, max_connections, 100)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 5,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 6,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 7,
"action": "update_config(database, DB_POOL_SIZE, 100)",
"reward": 0.25,
"summary": "Updated database config DB_POOL_SIZE."
},
{
"step": 8,
"action": "resolve_incident(Database connection pool exhausted with DB_POOL_SIZE=50 saturating under checkout load, Increased database DB_POOL_SIZE from 50 to 100)",
"reward": 0.44999999999999996,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8875
},
"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": "resolve_incident(Cache TTL_SECONDS was set too low (5s), causing frequent expirations and a low hit rate which increased application latency., Increased cache TTL_SECONDS from 5 to 300 to improve hit rate and reduce latency.)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "resolve_incident(Cache TTL_SECONDS was set too low (5s), causing frequent expirations and low hit rate, increasing latency., Increased cache TTL_SECONDS from 5 to 300.)",
"reward": 0.48749999999999993,
"summary": "Incident resolved."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"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, indexes)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "update_config(database, indexes, orders.user_id)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 5,
"action": "resolve_incident(Missing index on orders.user_id causing sequential scans and high query latency, Create index on orders.user_id to enable index scans instead of sequential scans)",
"reward": -0.19999999999999998,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.49999999999999994
},
"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": "resolve_incident(Web server worker pool saturated due to low MAX_WORKERS during promotion traffic spike, Increased MAX_WORKERS from 16 to 64 to handle the higher request rate)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.3833333333333333
},
"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": "resolve_incident(Cache memory limit was too low for the working set, causing eviction storms and degraded hit rate, Increased MAX_MEMORY_MB from 384 to 1024 to fit the working set)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "resolve_incident(cache memory limit too low for working set, increased MAX_MEMORY_MB from 384 to 1024)",
"reward": 0.04999999999999999,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.44999999999999996
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"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."
},
{
"step": 4,
"action": "resolve_incident(Database query_timeout_ms was set too low (1s) for reporting queries that normally take ~3.2s, causing intermittent cancellations., Increased database query_timeout_ms from null/1000 to 5000ms to accommodate normal reporting query latency.)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "resolve_incident(Database query_timeout_ms too low for reporting queries, Increased query_timeout_ms to 5000ms)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.44999999999999996
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 2000)",
"reward": 0.25,
"summary": "Updated load_balancer config MAX_CONNECTIONS."
},
{
"step": 4,
"action": "resolve_incident(Load balancer MAX_CONNECTIONS limit was too low (500) for the traffic spike, saturating connection capacity and causing intermittent 503s, Increased load_balancer MAX_CONNECTIONS from 500 to 2000 to accommodate the traffic volume)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "resolve_incident(MAX_CONNECTIONS too low on load_balancer, Raised MAX_CONNECTIONS from 500 to 2000)",
"reward": 0.04999999999999993,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.11666666666666664
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
},
{
"step": 2,
"action": "update_config(message_queue, RETRY_LIMIT, 5)",
"reward": 0.25,
"summary": "Updated message_queue config RETRY_LIMIT."
},
{
"step": 3,
"action": "resolve_incident(RETRY_LIMIT was too low causing transient failures to go to DLQ, Increased message_queue RETRY_LIMIT from 1 to 5)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8833333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, STICKY_SESSIONS, False)",
"reward": 0.24999999999999997,
"summary": "Updated load_balancer config STICKY_SESSIONS."
},
{
"step": 4,
"action": "resolve_incident(Sticky sessions caused backend traffic skew creating a hotspot affecting subset of users, Disabled STICKY_SESSIONS on load_balancer to evenly distribute traffic across backends)",
"reward": 0.5,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 5,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8208333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_config(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, VISIBILITY_TIMEOUT_MS, 30000)",
"reward": 0.24999999999999997,
"summary": "Updated message_queue config VISIBILITY_TIMEOUT_MS."
},
{
"step": 4,
"action": "resolve_incident(Visibility timeout (5s) was shorter than job runtime (~18s), causing messages to be redelivered and duplicate processing, Increased message_queue VISIBILITY_TIMEOUT_MS from 5000 to 30000 to exceed typical job runtime)",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "resolve_incident(visibility timeout shorter than job runtime caused message redelivery and duplicate processing, raised message_queue VISIBILITY_TIMEOUT_MS from 5000 to 30000)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9375
},
"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,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(web_server)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(web_server, TIMEOUT_MS, 5000)",
"reward": 0.25,
"summary": "Updated web_server config TIMEOUT_MS."
},
{
"step": 5,
"action": "resolve_incident(web_server TIMEOUT_MS was set too low (1000ms) causing upstream calls to database to time out despite healthy DB latency, raised TIMEOUT_MS from 1000 to 5000 on web_server)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 2,
"distractor_failures": 0,
"premature_resolutions": 1,
"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_logs(database)",
"reward": 0,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "update_config(database, max_connections, 200)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 6,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 7,
"action": "restart_service(database)",
"reward": -0.15,
"summary": "Restarted database, but the incident persists."
},
{
"step": 8,
"action": "resolve_incident(database connection pool saturation causing web 500s, increase database connection pool capacity and tune client-side pool limits)",
"reward": 0.04999999999999999,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.8666666666666667
},
"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": "resolve_incident(Web server CACHE_HOST was set to stale endpoint cache-old.internal causing DNS failures and fallback to database, Updated web_server CACHE_HOST to cache.internal)",
"reward": 0.4833333333333334,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: LLM provider returned HTTP 402: {\"error\":{\"message\":\"This request requires more credits, or fewer max_tokens. You requested up to 256 tokens, but can only afford 208. To increase, visit https://openrouter.ai/settings/keys and create a key with a higher daily limit\",\"code\":402,\"metadata\":{\"provider_name\":null}},\"user_id\":\"user_2ZddYdR9mZCcEdllNmDnAaPSOLE\"}"
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 0,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [],
"agent_error": "RuntimeError: LLM provider returned HTTP 402: {\"error\":{\"message\":\"This request requires more credits, or fewer max_tokens. You requested up to 256 tokens, but can only afford 208. To increase, visit https://openrouter.ai/settings/keys and create a key with a higher daily limit\",\"code\":402,\"metadata\":{\"provider_name\":null}},\"user_id\":\"user_2ZddYdR9mZCcEdllNmDnAaPSOLE\"}"
},
{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 0,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [],
"agent_error": "RuntimeError: LLM provider returned HTTP 402: {\"error\":{\"message\":\"This request requires more credits, or fewer max_tokens. You requested up to 256 tokens, but can only afford 208. To increase, visit https://openrouter.ai/settings/keys and create a key with a higher daily limit\",\"code\":402,\"metadata\":{\"provider_name\":null}},\"user_id\":\"user_2ZddYdR9mZCcEdllNmDnAaPSOLE\"}"
},
{
"task_id": "misleading_lb_502_cache_rootcause",
"metrics": {
"total_steps": 0,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [],
"agent_error": "RuntimeError: LLM provider returned HTTP 402: {\"error\":{\"message\":\"This request requires more credits, or fewer max_tokens. You requested up to 256 tokens, but can only afford 208. To increase, visit https://openrouter.ai/settings/keys and create a key with a higher daily limit\",\"code\":402,\"metadata\":{\"provider_name\":null}},\"user_id\":\"user_2ZddYdR9mZCcEdllNmDnAaPSOLE\"}"
},
{
"task_id": "load_balancer_bad_backend_weight",
"metrics": {
"total_steps": 0,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [],
"agent_error": "RuntimeError: LLM provider returned HTTP 402: {\"error\":{\"message\":\"This request requires more credits, or fewer max_tokens. You requested up to 256 tokens, but can only afford 208. To increase, visit https://openrouter.ai/settings/keys and create a key with a higher daily limit\",\"code\":402,\"metadata\":{\"provider_name\":null}},\"user_id\":\"user_2ZddYdR9mZCcEdllNmDnAaPSOLE\"}"
}
],
"baseline": "frontier",
"model": "anthropic/claude-opus-4.7",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent frontier --model anthropic/claude-opus-4.7 --episodes 1 --output frontier_anthropic_claude-opus-4.7_episodes1.json"
},
{
"agent": "frontier",
"episodes_per_task": 1,
"seed": 0,
"model_override": "anthropic/claude-sonnet-4.6",
"base_url_override": null,
"difficulty": null,
"overall": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0.04,
"invalid_action_rate": 0,
"evidence_coverage": 0.013333333333333332,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"by_task": {
"cache_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"database_disk_full": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_memory_pressure": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_health_check_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_backlog_consumers_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_pool_exhaustion": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_latency_degradation": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_saturation": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_eviction_storm": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_query_timeout_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_connection_limit_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_retry_limit_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_sticky_session_hotspot": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_visibility_timeout_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"web_timeout_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 0,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_web_500_db_rootcause": {
"success_rate": 0,
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],
"baseline": "frontier",
"model": "anthropic/claude-sonnet-4.6",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent frontier --model anthropic/claude-sonnet-4.6 --episodes 1 --output frontier_anthropic_claude-sonnet-4.6_episodes1.json"
}
]
}