Blog 4 JSON
frontier_anthropic_claude-opus-4.7_episodes1.json
baseline_blog_full/frontier_anthropic_claude-opus-4.7_episodes1.json / 43.6 KB
{
"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"
}