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0.2727272727272727, "correct_service_remediation_rate": 1.0, "correct_remediation_rate": 0.6363636363636364, "remediation_precision": 0.4117647058823529 } }, "records": [ { "task_id": "cache_crash", "seed": 0, "metrics": { "total_steps": 4, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 2, "remediation_actions": 1, "correct_service_remediations": 1, "correct_remediations": 1, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": true, "fix_identified": false, "correct_remediation_applied": true, "success": false, "final_reward": 0.4333333333333333 }, "evidence_coverage": 0.6666666666666666, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.4333333333333333, "root_cause_identified": true, "fix_identified": false, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "inspect_logs(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs 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 process killed by SIGKILL, restart service)", "reward": 0.04999999999999999, "summary": "Resolution rejected." } ] }, { "task_id": "web_worker_crash", "seed": 10000, "metrics": { "total_steps": 5, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 2, "remediation_actions": 1, "correct_service_remediations": 1, "correct_remediations": 1, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 0, "root_cause_identified": true, "fix_identified": true, "correct_remediation_applied": true, "success": true, "final_reward": 0.8708333333333333 }, "evidence_coverage": 0.6666666666666666, "terminal_reason": "resolved", "final_reward": 0.8708333333333333, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "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": 0.0, "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 workers crashed due to SIGSEGV, restarted web_server)", "reward": 0.48750000000000004, "summary": "Incident resolved." } ] }, { "task_id": "database_disk_full", "seed": 20000, "metrics": { "total_steps": 5, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 2, "remediation_actions": 1, "correct_service_remediations": 1, "correct_remediations": 1, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 0, "root_cause_identified": true, "fix_identified": true, "correct_remediation_applied": true, "success": true, "final_reward": 0.9375 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9375, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "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": 0.0, "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 space exhaustion, increased database DISK_QUOTA_GB)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "cache_memory_pressure", "seed": 30000, "metrics": { "total_steps": 7, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 2, "remediation_actions": 2, "correct_service_remediations": 2, "correct_remediations": 0, "wrong_remediations": 2, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": true, "fix_identified": false, "correct_remediation_applied": false, "success": false, "final_reward": 0.0 }, "evidence_coverage": 1.0, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.0, "root_cause_identified": true, "fix_identified": false, "correct_service_remediation": true, "correct_remediation": false, "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_logs(cache)", "reward": 0.0, "summary": "Inspected logs for cache." }, { "step": 5, "action": "restart_service(cache)", "reward": -0.15, "summary": "Restarted cache, but the incident persists." }, { "step": 6, "action": "check_status(cache)", "reward": 0.0, "summary": "cache status is healthy." }, { "step": 7, "action": "resolve_incident(Cache memory limit too low, Increase MAX_MEMORY_MB to 512)", "reward": 0.04999999999999999, "summary": "Resolution rejected." } ] }, { "task_id": "message_queue_crash", "seed": 40000, "metrics": { "total_steps": 4, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 2, "remediation_actions": 1, "correct_service_remediations": 1, "correct_remediations": 1, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": false, "fix_identified": false, "correct_remediation_applied": true, "success": false, "final_reward": 0.1833333333333333 }, "evidence_coverage": 0.6666666666666666, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.1833333333333333, "root_cause_identified": false, "fix_identified": false, "correct_service_remediation": true, "correct_remediation": true, "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": "restart_service(message_queue)", "reward": 0.24999999999999997, "summary": "Restarted message_queue." }, { "step": 4, "action": "resolve_incident(message queue broker OOM killed, restarted service)", "reward": -0.2, "summary": "Resolution rejected." } ] }, { "task_id": "load_balancer_health_check_misconfig", "seed": 50000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 1, "remediation_actions": 2, "correct_service_remediations": 2, "correct_remediations": 0, "wrong_remediations": 2, "distractor_failures": 0, "premature_resolutions": 0, "root_cause_identified": false, "fix_identified": false, "correct_remediation_applied": false, "success": false, "final_reward": 0.0 }, "evidence_coverage": 0.3333333333333333, "terminal_reason": "step_budget_exhausted", "final_reward": 0.0, "root_cause_identified": false, "fix_identified": false, "correct_service_remediation": true, "correct_remediation": false, "trajectory": [ { "step": 1, "action": "inspect_config(load_balancer, HEALTH_CHECK)", "reward": 0.0, "summary": "Inspected config for load_balancer." }, { "step": 2, "action": "check_status(web_server)", "reward": 0.0, "summary": "web_server status is healthy." }, { "step": 3, "action": "check_status(load_balancer)", "reward": 0.0, "summary": "load_balancer status is degraded." }, { "step": 4, "action": "inspect_logs(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 5, "action": "inspect_config(web_server, HEALTH_ENDPOINT)", "reward": 0.0, "summary": "Inspected config for web_server." }, { "step": 6, "action": "inspect_logs(web_server)", "reward": 0.0, "summary": "Inspected logs for web_server." }, { "step": 7, "action": "update_config(load_balancer, HEALTH_CHECK, /healthz)", "reward": -0.15, "summary": "Updated load_balancer config, but the incident persists." }, { "step": 8, "action": "restart_service(load_balancer)", "reward": -0.15000000000000002, "summary": "Restarted load_balancer, but the incident persists." } ] }, { "task_id": "message_queue_backlog_consumers_low", "seed": 60000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 1, "evidence_actions": 2, "remediation_actions": 3, "correct_service_remediations": 2, "correct_remediations": 0, "wrong_remediations": 3, "distractor_failures": 0, "premature_resolutions": 0, "root_cause_identified": false, "fix_identified": false, "correct_remediation_applied": false, "success": false, "final_reward": 0.0 }, "evidence_coverage": 1.0, "terminal_reason": "step_budget_exhausted", "final_reward": 0.0, "root_cause_identified": false, "fix_identified": false, "correct_service_remediation": true, "correct_remediation": false, "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": 0.0, "summary": "Inspected logs for message_queue." }, { "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, 10)", "reward": -0.15, "summary": "Updated message_queue config, but the incident persists." }, { "step": 5, "action": "inspect_logs(message_queue)", "reward": -0.05000000000000002, "summary": "Inspected logs for message_queue." }, { "step": 6, "action": "update_config(message_queue, VISIBILITY_TIMEOUT_MS, 60000)", "reward": -0.14999999999999997, "summary": "Updated message_queue config, but the incident persists." }, { "step": 7, "action": "inspect_logs(web_server)", "reward": 0.0, "summary": "Inspected logs for web_server." }, { "step": 8, "action": "restart_service(web_server)", "reward": -0.25, "summary": "Restarted web_server, but the incident persists." } ] }, { "task_id": "web_server_memory_leak_restart", "seed": 70000, "metrics": { "total_steps": 4, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 2, "remediation_actions": 1, "correct_service_remediations": 1, "correct_remediations": 1, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 0, "root_cause_identified": true, "fix_identified": true, "correct_remediation_applied": true, "success": true, "final_reward": 0.8833333333333333 }, "evidence_coverage": 0.6666666666666666, "terminal_reason": "resolved", "final_reward": 0.8833333333333333, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "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": "restart_service(web_server)", "reward": 0.24999999999999997, "summary": "Restarted web_server." }, { "step": 4, "action": "resolve_incident(web server memory leak causing OOM kills, restart web server)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "database_maintenance_mode_left_on", "seed": 80000, "metrics": { "total_steps": 4, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 2, "remediation_actions": 1, "correct_service_remediations": 1, "correct_remediations": 1, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": true, "fix_identified": false, "correct_remediation_applied": true, "success": false, "final_reward": 0.4333333333333333 }, "evidence_coverage": 0.6666666666666666, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.4333333333333333, "root_cause_identified": true, "fix_identified": false, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "check_status(database)", "reward": 0.06666666666666667, "summary": "database status is degraded." }, { "step": 2, "action": "inspect_config(database, maintenance_mode)", "reward": 0.06666666666666667, "summary": "Inspected config for database." }, { "step": 3, "action": "update_config(database, maintenance_mode, False)", "reward": 0.24999999999999997, "summary": "Updated database config maintenance_mode." }, { "step": 4, "action": "resolve_incident(database maintenance mode left on, updated maintenance_mode to false)", "reward": 0.04999999999999999, "summary": "Resolution rejected." } ] }, { "task_id": "cache_auth_token_expired", "seed": 90000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 1, "remediation_actions": 3, "correct_service_remediations": 2, "correct_remediations": 0, "wrong_remediations": 3, "distractor_failures": 1, "premature_resolutions": 0, "root_cause_identified": false, "fix_identified": false, "correct_remediation_applied": false, "success": false, "final_reward": 0.0 }, "evidence_coverage": 0.3333333333333333, "terminal_reason": "step_budget_exhausted", "final_reward": 0.0, "root_cause_identified": false, "fix_identified": false, "correct_service_remediation": true, "correct_remediation": false, "trajectory": [ { "step": 1, "action": "check_status(cache)", "reward": 0.0, "summary": "cache status is healthy." }, { "step": 2, "action": "inspect_logs(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 3, "action": "inspect_config(cache, AUTH_TOKEN)", "reward": 0.0, "summary": "Inspected config for cache." }, { "step": 4, "action": "inspect_config(web_server, AUTH_TOKEN)", "reward": 0.0, "summary": "Inspected config for web_server." }, { "step": 5, "action": "inspect_logs(web_server)", "reward": 0.0, "summary": "Inspected logs for web_server." }, { "step": 6, "action": "update_config(cache, AUTH_TOKEN, valid_token)", "reward": -0.15, "summary": "Updated cache config, but the incident persists." }, { "step": 7, "action": "update_config(web_server, AUTH_TOKEN, valid_token)", "reward": -0.15000000000000002, "summary": "Updated web_server config, but the incident persists." }, { "step": 8, "action": "restart_service(cache)", "reward": -0.14999999999999997, "summary": "Restarted cache, but the incident persists." } ] }, { "task_id": "load_balancer_tls_cert_expired", "seed": 100000, "metrics": { "total_steps": 5, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 2, "remediation_actions": 1, "correct_service_remediations": 1, "correct_remediations": 1, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": true, "fix_identified": false, "correct_remediation_applied": true, "success": false, "final_reward": 0.4333333333333333 }, "evidence_coverage": 0.6666666666666666, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.4333333333333333, "root_cause_identified": true, "fix_identified": false, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "inspect_logs(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 2, "action": "inspect_config(load_balancer, CERTIFICATE)", "reward": 0.0, "summary": "Inspected config 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, TLS_CERT_VALID, True)", "reward": 0.24999999999999997, "summary": "Updated load_balancer config TLS_CERT_VALID." }, { "step": 5, "action": "resolve_incident(load balancer TLS certificate expired, updated TLS_CERT_VALID config to true)", "reward": 0.04999999999999999, "summary": "Resolution rejected." } ] } ], "task_ids": [ "cache_crash", "web_worker_crash", "database_disk_full", "cache_memory_pressure", "message_queue_crash", "load_balancer_health_check_misconfig", "message_queue_backlog_consumers_low", "web_server_memory_leak_restart", "database_maintenance_mode_left_on", "cache_auth_token_expired", "load_balancer_tls_cert_expired" ], "filtered_task_ids": null, "expected_task_episodes": 11, "completed_task_episodes": 11, "complete": true, "paused": false, "pause_file": "D:\\SRE-Zero\\notes\\runs\\managed\\blog-qwen-easy-agent-styles-2026-06-13\\pause.flag", "baseline": "guided_open_source", "model": "qwen/qwen3.6-35b-a3b", "run_kind": "llm", "command_hint": "python eval/run_eval.py --agent guided_open_source --model qwen/qwen3.6-35b-a3b --episodes 1 --output guided_open_source_qwen_qwen3.6-35b-a3b_episodes1.json" } ] }