Blog 4 JSON
frontier_openai_gpt-5.5_episodes1.json
baseline_blog_full/frontier_openai_gpt-5.5_episodes1.json / 50.9 KB
{
"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"
}