Blog 3 JSON
scripted_episodes1.json
expanded_deterministic_smoke/scripted_episodes1.json / 41.5 KB
{
"agent": "scripted",
"episodes_per_task": 1,
"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": "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": "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": "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": "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": "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": "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": "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": "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
},
"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."
},
{
"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."
}
]
},
{
"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
},
"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."
}
]
},
{
"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
},
"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": "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."
},
{
"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": "web_cache_host_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": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_config(web_server, CACHE_HOST)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "update_config(web_server, CACHE_HOST, cache.internal)",
"reward": 0.25,
"summary": "Updated web_server config CACHE_HOST."
},
{
"step": 5,
"action": "resolve_incident(web server cache host configuration is wrong, update web cache host)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
},
{
"step": 5,
"action": "resolve_incident(database read latency causing cascading service latency, enable database read replica)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.9444444444444444
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 5,
"action": "resolve_incident(web server cache usage disabled by configuration regression, enable web cache)",
"reward": 0.4944444444444444,
"summary": "Incident resolved."
}
]
},
{
"task_id": "misleading_queue_backlog_db_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(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_logs(database)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for database."
},
{
"step": 4,
"action": "update_config(database, READ_REPLICA_ENABLED, True)",
"reward": 0.25,
"summary": "Updated database config READ_REPLICA_ENABLED."
},
{
"step": 5,
"action": "resolve_incident(database read latency causing queue consumer backlog, enable database read replica)",
"reward": 0.4875,
"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 service crashed causing web upstream failures, restart cache service)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
},
{
"task_id": "load_balancer_bad_backend_weight",
"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_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, WEB_WEIGHT_PRIMARY)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "update_config(load_balancer, WEB_WEIGHT_PRIMARY, 50)",
"reward": 0.25,
"summary": "Updated load_balancer config WEB_WEIGHT_PRIMARY."
},
{
"step": 5,
"action": "resolve_incident(load balancer backend weight misconfigured, rebalance load balancer weight)",
"reward": 0.4875,
"summary": "Incident resolved."
}
]
}
],
"baseline": "scripted",
"model": "deterministic/scripted",
"run_kind": "deterministic",
"command_hint": "python eval/run_eval.py --agent scripted --episodes 1 --output scripted_episodes1.json"
}