Blog 3 JSON
open_source_mistralai_mistral-small-3.2-24b-instruct_episodes1.json
baseline_blog_full/open_source_mistralai_mistral-small-3.2-24b-instruct_episodes1.json / 57.0 KB
{
"agent": "open_source",
"episodes_per_task": 1,
"seed": 0,
"model_override": "mistralai/mistral-small-3.2-24b-instruct",
"base_url_override": null,
"difficulty": null,
"overall": {
"success_rate": 0.04,
"mean_reward": 0.09933333333333333,
"mean_steps": 8.04,
"invalid_action_rate": 0,
"evidence_coverage": 0.7933333333333333,
"wrong_remediation_rate": 0.4230769230769231,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0.44
},
"by_task": {
"cache_crash": {
"success_rate": 0,
"mean_reward": 0.25,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"web_worker_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"database_disk_full": {
"success_rate": 0,
"mean_reward": 0.14999999999999997,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_memory_pressure": {
"success_rate": 0,
"mean_reward": 0.2,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.3333333333333333,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_crash": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"load_balancer_health_check_misconfig": {
"success_rate": 0,
"mean_reward": 0.4,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_backlog_consumers_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"db_pool_exhaustion": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_latency_degradation": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"web_worker_saturation": {
"success_rate": 0,
"mean_reward": 0.3,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cache_eviction_storm": {
"success_rate": 0,
"mean_reward": 0.2,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.5,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"db_query_timeout_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"load_balancer_connection_limit_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.6666666666666666,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_retry_limit_low": {
"success_rate": 0,
"mean_reward": 0.1333333333333333,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.3333333333333333,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"load_balancer_sticky_session_hotspot": {
"success_rate": 1,
"mean_reward": 0.6833333333333333,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"message_queue_visibility_timeout_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"web_timeout_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_web_500_db_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"web_cache_host_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 9,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"cascading_db_latency": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 9,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"cache_disabled_config_regression": {
"success_rate": 0,
"mean_reward": 0.1333333333333333,
"mean_steps": 9,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
},
"misleading_queue_backlog_db_rootcause": {
"success_rate": 0,
"mean_reward": 0.03333333333333327,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"misleading_lb_502_cache_rootcause": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1
},
"load_balancer_bad_backend_weight": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0
}
},
"records": [
{
"task_id": "cache_crash",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 3,
"remediation_actions": 2,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.25
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "inspect_logs(cache)",
"reward": -0.05,
"summary": "Inspected logs for cache."
},
{
"step": 5,
"action": "check_status(cache)",
"reward": 0.06666666666666668,
"summary": "cache status is crashed."
},
{
"step": 6,
"action": "restart_service(cache)",
"reward": 0.24999999999999997,
"summary": "Restarted cache."
},
{
"step": 7,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 8,
"action": "restart_service(cache)",
"reward": -0.04999999999999999,
"summary": "Restarted cache."
}
]
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": -0.05,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 5,
"action": "inspect_logs(web_server)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for web_server."
},
{
"step": 6,
"action": "inspect_metrics(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for web_server."
},
{
"step": 7,
"action": "inspect_logs(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for web_server."
},
{
"step": 8,
"action": "resolve_incident(worker processes exited unexpectedly, restart_service(web_server))",
"reward": -0.19999999999999998,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.14999999999999997
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_logs(database)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for database."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "inspect_config(database, disk)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 7,
"action": "resolve_incident(Database disk full, Free up disk space)",
"reward": 0.04999999999999996,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 3,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.2
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "update_config(cache, MAX_MEMORY_MB, 512)",
"reward": -0.15,
"summary": "Updated cache config, but the incident persists."
},
{
"step": 4,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
},
{
"step": 5,
"action": "inspect_config(cache, MAX_MEMORY_MB)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 7,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 8,
"action": "update_config(cache, MAX_MEMORY_MB, 8192)",
"reward": 0,
"summary": "Updated cache config MAX_MEMORY_MB."
}
]
},
{
"task_id": "message_queue_crash",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 3,
"action": "inspect_logs(message_queue)",
"reward": -0.05,
"summary": "Inspected logs for message_queue."
},
{
"step": 4,
"action": "inspect_config(message_queue, memory_limit)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 5,
"action": "inspect_logs(message_queue)",
"reward": -0.05,
"summary": "Inspected logs for message_queue."
},
{
"step": 6,
"action": "inspect_config(message_queue, memory_limit)",
"reward": -0.05000000000000002,
"summary": "Inspected config for message_queue."
},
{
"step": 7,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for message_queue."
},
{
"step": 8,
"action": "resolve_incident(memory pressure, restart_service(message_queue))",
"reward": -0.20000000000000004,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 3,
"remediation_actions": 2,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.4
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, health_check)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 5,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for load_balancer."
},
{
"step": 6,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.25,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 7,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"step": 8,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": -0.04999999999999999,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": -0.05,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "inspect_logs(message_queue)",
"reward": -0.05,
"summary": "Inspected logs for message_queue."
},
{
"step": 5,
"action": "inspect_metrics(message_queue)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for message_queue."
},
{
"step": 6,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for message_queue."
},
{
"step": 7,
"action": "inspect_config(message_queue, consumers)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 8,
"action": "resolve_incident(consumers, update_config(message_queue, consumers, 10))",
"reward": -0.20000000000000004,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "inspect_config(database, max_connections)",
"reward": -0.05000000000000002,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "inspect_config(database, max_connections)",
"reward": -0.05000000000000002,
"summary": "Inspected config for database."
},
{
"step": 7,
"action": "update_config(database, max_connections, 200)",
"reward": -0.15000000000000002,
"summary": "Updated database config, but the incident persists."
},
{
"step": 8,
"action": "inspect_config(database, max_connections)",
"reward": -0.04999999999999993,
"summary": "Inspected config for database."
}
]
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "inspect_logs(cache)",
"reward": -0.05,
"summary": "Inspected logs for cache."
},
{
"step": 5,
"action": "inspect_config(cache, expire_time)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
},
{
"step": 7,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 8,
"action": "update_config(cache, TTL_SECONDS, 60)",
"reward": -0.15000000000000002,
"summary": "Updated cache config, but the incident persists."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_config(database, indexes)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "inspect_config(database, indexes)",
"reward": -0.05000000000000002,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "inspect_config(database, indexes)",
"reward": -0.04999999999999999,
"summary": "Inspected config for database."
},
{
"step": 8,
"action": "resolve_incident(Database query p95 latency is high while connection count is normal. Database logs show repeated sequential scans on orders., Add an index to the orders table.)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.3
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.1,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "inspect_logs(web_server)",
"reward": -0.05,
"summary": "Inspected logs for web_server."
},
{
"step": 5,
"action": "inspect_config(web_server, max_workers)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 6,
"action": "update_config(web_server, max_workers, 100)",
"reward": 0.24999999999999997,
"summary": "Updated web_server config max_workers."
},
{
"step": 7,
"action": "inspect_metrics(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for web_server."
},
{
"step": 8,
"action": "update_config(web_server, MAX_WORKERS, 1000)",
"reward": 0,
"summary": "Updated web_server config MAX_WORKERS."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 3,
"remediation_actions": 2,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.2
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "inspect_config(cache)",
"reward": 0.0666666666666667,
"summary": "Inspected config for cache."
},
{
"step": 5,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 6,
"action": "inspect_metrics(cache)",
"reward": -0.050000000000000044,
"summary": "Inspected metrics for cache."
},
{
"step": 7,
"action": "inspect_config(cache, memory_limit)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 8,
"action": "update_config(cache, memory_limit, 4096)",
"reward": -0.14999999999999997,
"summary": "Updated cache config, but the incident persists."
}
]
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_config(database, timeout)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "inspect_config(database, query_timeout)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "inspect_config(database, query_timeout)",
"reward": -0.05000000000000002,
"summary": "Inspected config for database."
},
{
"step": 8,
"action": "resolve_incident(Database queries canceled due to low timeout setting, Set a higher timeout value)",
"reward": -0.19999999999999998,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_connection_limit_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 3,
"wrong_remediations": 2,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.1,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.1,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 1000)",
"reward": -0.15,
"summary": "Updated load_balancer config, but the incident persists."
},
{
"step": 4,
"action": "inspect_metrics(load_balancer)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 5,
"action": "inspect_config(load_balancer, MAX_CONNECTIONS)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 6,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 2000)",
"reward": 0.25,
"summary": "Updated load_balancer config MAX_CONNECTIONS."
},
{
"step": 7,
"action": "inspect_metrics(load_balancer)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 8,
"action": "update_config(load_balancer, MAX_CONNECTIONS, 1000)",
"reward": -0.2,
"summary": "Updated load_balancer config, but the incident persists."
}
]
},
{
"task_id": "message_queue_retry_limit_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 3,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.1333333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue, retry_limit)",
"reward": 0.06666666666666667,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "update_config(message_queue, retry_limit, 5)",
"reward": 0.24999999999999997,
"summary": "Updated message_queue config retry_limit."
},
{
"step": 4,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for message_queue."
},
{
"step": 5,
"action": "inspect_config(message_queue, RETRY_LIMIT)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 6,
"action": "update_config(message_queue, RETRY_LIMIT, 3)",
"reward": -0.15000000000000002,
"summary": "Updated message_queue config, but the incident persists."
},
{
"step": 7,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for message_queue."
},
{
"step": 8,
"action": "update_config(message_queue, RETRY_LIMIT, 5)",
"reward": 0,
"summary": "Updated message_queue config RETRY_LIMIT."
}
]
},
{
"task_id": "load_balancer_sticky_session_hotspot",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": true,
"final_reward": 0.6833333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(load_balancer)",
"reward": -0.05,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 4,
"action": "inspect_config(load_balancer, STICKY_SESSIONS)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 5,
"action": "inspect_metrics(load_balancer)",
"reward": -0.05,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 6,
"action": "inspect_config(load_balancer, STICKY_SESSIONS)",
"reward": -0.05000000000000002,
"summary": "Inspected config for load_balancer."
},
{
"step": 7,
"action": "update_config(load_balancer, STICKY_SESSIONS, False)",
"reward": 0.24999999999999997,
"summary": "Updated load_balancer config STICKY_SESSIONS."
},
{
"step": 8,
"action": "resolve_incident(load_balancer_sticky_session_hotspot, disable sticky sessions on load balancer)",
"reward": 0.45000000000000007,
"summary": "Incident resolved."
}
]
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 2,
"action": "inspect_config(message_queue, visibility_timeout)",
"reward": 0,
"summary": "Inspected config for message_queue."
},
{
"step": 3,
"action": "inspect_logs(message_queue)",
"reward": -0.05,
"summary": "Inspected logs for message_queue."
},
{
"step": 4,
"action": "inspect_config(message_queue, visibility_timeout)",
"reward": -0.05,
"summary": "Inspected config for message_queue."
},
{
"step": 5,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for message_queue."
},
{
"step": 6,
"action": "inspect_config(message_queue, visibility_timeout)",
"reward": -0.05000000000000002,
"summary": "Inspected config for message_queue."
},
{
"step": 7,
"action": "update_config(message_queue, visibility_timeout, 600)",
"reward": -0.15000000000000002,
"summary": "Updated message_queue config, but the incident persists."
},
{
"step": 8,
"action": "resolve_incident(Message queue visibility timeout too short, update_config(message_queue, visibility_timeout, 600))",
"reward": 0.05000000000000002,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_config(web_server, timeout)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 5,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 6,
"action": "inspect_config(web_server, timeout)",
"reward": -0.05,
"summary": "Inspected config for web_server."
},
{
"step": 7,
"action": "inspect_metrics(web_server)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for web_server."
},
{
"step": 8,
"action": "inspect_config(web_server, timeout)",
"reward": -0.04999999999999999,
"summary": "Inspected config for web_server."
}
]
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "update_config(database, max_connections, 1000)",
"reward": -0.15,
"summary": "Updated database config, but the incident persists."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "resolve_incident(connection saturation, increase max connections)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 9,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "inspect_config(cache)",
"reward": -0.05,
"summary": "Inspected config for cache."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "inspect_config(cache)",
"reward": -0.05,
"summary": "Inspected config for cache."
},
{
"step": 7,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for web_server."
},
{
"step": 8,
"action": "inspect_config(web_server, cache_host)",
"reward": 0.06666666666666668,
"summary": "Inspected config for web_server."
},
{
"step": 9,
"action": "update_config(web_server, cache_host, cache)",
"reward": -0.14999999999999997,
"summary": "Updated web_server config, but the incident persists."
}
]
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 9,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 3,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 5,
"action": "inspect_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 7,
"action": "inspect_config(database, max_connections)",
"reward": -0.05000000000000002,
"summary": "Inspected config for database."
},
{
"step": 8,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 9,
"action": "resolve_incident(database read query latency, increase database max_connections)",
"reward": -0.20000000000000004,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 9,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 2,
"remediation_actions": 2,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.1333333333333333
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 2,
"action": "inspect_config(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": -0.05000000000000002,
"summary": "Inspected config for web_server."
},
{
"step": 7,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.24999999999999997,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 8,
"action": "inspect_metrics(database)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for database."
},
{
"step": 9,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": -0.04999999999999999,
"summary": "Updated web_server config USE_CACHE."
}
]
},
{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0.03333333333333327
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 4,
"action": "inspect_logs(message_queue)",
"reward": -0.05,
"summary": "Inspected logs for message_queue."
},
{
"step": 5,
"action": "inspect_metrics(database)",
"reward": -0.05,
"summary": "Inspected metrics for database."
},
{
"step": 6,
"action": "inspect_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 7,
"action": "inspect_metrics(database)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for database."
},
{
"step": 8,
"action": "resolve_incident(high database read latency, optimize database read performance)",
"reward": 0.04999999999999996,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "misleading_lb_502_cache_rootcause",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 7,
"action": "inspect_metrics(cache)",
"reward": -0.05,
"summary": "Inspected metrics for cache."
},
{
"step": 8,
"action": "resolve_incident(root_cause=\"cache is down\", fix=\"restart cache\")",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_bad_backend_weight",
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 1,
"remediation_actions": 1,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, backend_weights)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 4,
"action": "inspect_config(load_balancer, backend_weights)",
"reward": -0.05,
"summary": "Inspected config for load_balancer."
},
{
"step": 5,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 6,
"action": "inspect_config(load_balancer, backend_weights)",
"reward": -0.05000000000000002,
"summary": "Inspected config for load_balancer."
},
{
"step": 7,
"action": "update_config(load_balancer, backend_weights, 50,50)",
"reward": -0.15000000000000002,
"summary": "Updated load_balancer config, but the incident persists."
},
{
"step": 8,
"action": "inspect_metrics(load_balancer)",
"reward": -0.04999999999999993,
"summary": "Inspected metrics for load_balancer."
}
]
}
],
"baseline": "open_source",
"model": "mistralai/mistral-small-3.2-24b-instruct",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent open_source --model mistralai/mistral-small-3.2-24b-instruct --episodes 1 --output open_source_mistralai_mistral-small-3.2-24b-instruct_episodes1.json"
}