{ "schema_version": 1, "generated_at": "2026-06-13T17:37:37.752580+00:00", "status": "complete", "config": { "preset": "paper", "only_baselines": [ "open_source" ], "resume": true, "pause_file": "D:\\SRE-Zero\\notes\\runs\\managed\\blog-qwen-easy-agent-styles-2026-06-13\\pause.flag", "seed": 0, "difficulty": "easy", "task_ids": null, "task_range": null, "selected_task_ids": null, "target_steps": 8.0, "deterministic_episodes": 5, "llm_episodes": 1, "base_url_override": false, "timeout_seconds": 30.0, "llm_max_tokens": 1536, "llm_max_retries": 5, "llm_min_request_interval_seconds": 15.0, "llm_rate_limit_requests": 5, "llm_rate_limit_window_seconds": 60.0, "llm_rejection_pause_threshold": 3, "llm_rejection_pause_seconds": 60.0, "llm_reasoning_exclude": true, "llm_qwen_no_think": true }, "model_sets": { "prompting": [ "openai/gpt-5-mini", "openai/gpt-5.4-mini", "google/gemini-3.1-flash-lite", "qwen/qwen3.6-flash", "mistralai/mistral-medium-3-5" ], "react": [ "openai/gpt-5-mini", 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"open_source", "model": "qwen/qwen3.6-35b-a3b", "score": 31.419, "components": { "success": 7.273, "reward": 5.436, "evidence": 13.333, "efficiency": 0.378, "validity": 5.0 }, "metrics": { "success_rate": 0.18181818181818182, "mean_reward": 0.2174242424242424, "mean_steps": 6.545454545454546, "invalid_action_rate": 0.0, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 0.38095238095238093, "distractor_failure_rate": 0.047619047619047616, "premature_resolution_rate": 0.5454545454545454, "root_cause_identification_rate": 0.5454545454545454, "fix_identification_rate": 0.45454545454545453, "correct_service_remediation_rate": 0.7272727272727273, "correct_remediation_rate": 0.6363636363636364, "remediation_precision": 0.6190476190476191 }, "failure_modes": { "total": 11, "success": 2, "agent_error": 0, "wrong_remediation": 4, "premature_resolution": 5, "step_budget_exhausted": 0, "invalid_action": 0, "other_failure": 0 }, "agent_error_count": 0, "run_error": null } ] }, "by_baseline": { "open_source": [ { "baseline": "open_source", "model": "qwen/qwen3.6-35b-a3b", "score": 31.419, "components": { "success": 7.273, "reward": 5.436, "evidence": 13.333, "efficiency": 0.378, "validity": 5.0 }, "metrics": { "success_rate": 0.18181818181818182, "mean_reward": 0.2174242424242424, "mean_steps": 6.545454545454546, "invalid_action_rate": 0.0, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 0.38095238095238093, "distractor_failure_rate": 0.047619047619047616, "premature_resolution_rate": 0.5454545454545454, "root_cause_identification_rate": 0.5454545454545454, "fix_identification_rate": 0.45454545454545453, "correct_service_remediation_rate": 0.7272727272727273, "correct_remediation_rate": 0.6363636363636364, "remediation_precision": 0.6190476190476191 }, "failure_modes": { "total": 11, "success": 2, "agent_error": 0, "wrong_remediation": 4, "premature_resolution": 5, "step_budget_exhausted": 0, "invalid_action": 0, "other_failure": 0 }, "agent_error_count": 0, "run_error": null } ] }, "pairwise_deltas": { "open_source": [] } }, "difficulty_marks": { "rows": [ { "baseline": "open_source", "model": "qwen/qwen3.6-35b-a3b", "difficulty": "easy", "score": 31.419, "components": { "success": 7.273, "reward": 5.436, "evidence": 13.333, "efficiency": 0.378, "validity": 5.0 }, "metrics": { "success_rate": 0.18181818181818182, "mean_reward": 0.2174242424242424, "mean_steps": 6.545454545454546, "invalid_action_rate": 0.0, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 0.38095238095238093, "distractor_failure_rate": 0.047619047619047616, "premature_resolution_rate": 0.5454545454545454, "root_cause_identification_rate": 0.5454545454545454, "fix_identification_rate": 0.45454545454545453, "correct_service_remediation_rate": 0.7272727272727273, "correct_remediation_rate": 0.6363636363636364, "remediation_precision": 0.6190476190476191 } } ], "by_difficulty": { "easy": [ { "baseline": "open_source", "model": "qwen/qwen3.6-35b-a3b", "difficulty": "easy", "score": 31.419, "components": { "success": 7.273, "reward": 5.436, "evidence": 13.333, "efficiency": 0.378, "validity": 5.0 }, "metrics": { "success_rate": 0.18181818181818182, "mean_reward": 0.2174242424242424, "mean_steps": 6.545454545454546, "invalid_action_rate": 0.0, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 0.38095238095238093, "distractor_failure_rate": 0.047619047619047616, "premature_resolution_rate": 0.5454545454545454, "root_cause_identification_rate": 0.5454545454545454, "fix_identification_rate": 0.45454545454545453, "correct_service_remediation_rate": 0.7272727272727273, "correct_remediation_rate": 0.6363636363636364, "remediation_precision": 0.6190476190476191 } } ] } }, "run_files": [ { "baseline": "open_source", "model": "qwen/qwen3.6-35b-a3b", "path": "D:\\SRE-Zero\\notes\\runs\\managed\\blog-qwen-easy-agent-styles-2026-06-13\\outputs\\open_source_qwen_qwen3.6-35b-a3b_episodes1.json" } ], "runs": [ { "agent": "open_source", "episodes_per_task": 1, "seed": 0, "model_override": "qwen/qwen3.6-35b-a3b", "base_url_override": null, "difficulty": "easy", "split": null, "overall": { "success_rate": 0.18181818181818182, "mean_reward": 0.2174242424242424, "mean_steps": 6.545454545454546, "invalid_action_rate": 0.0, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 0.38095238095238093, "distractor_failure_rate": 0.047619047619047616, "premature_resolution_rate": 0.5454545454545454, "root_cause_identification_rate": 0.5454545454545454, "fix_identification_rate": 0.45454545454545453, "correct_service_remediation_rate": 0.7272727272727273, "correct_remediation_rate": 0.6363636363636364, "remediation_precision": 0.6190476190476191 }, "standard_score": { "score": 31.419, "max_score": 100.0, "components": { "success": 7.273, "reward": 5.436, "evidence": 13.333, "efficiency": 0.378, "validity": 5.0 }, "metrics": { "success_rate": 0.18181818181818182, "mean_reward": 0.2174242424242424, "mean_steps": 6.545454545454546, "invalid_action_rate": 0.0, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 0.38095238095238093, "distractor_failure_rate": 0.047619047619047616, "premature_resolution_rate": 0.5454545454545454, "root_cause_identification_rate": 0.5454545454545454, "fix_identification_rate": 0.45454545454545453, "correct_service_remediation_rate": 0.7272727272727273, "correct_remediation_rate": 0.6363636363636364, "remediation_precision": 0.6190476190476191 }, "target_steps": 8.0 }, "failure_modes": { "total": 11, "success": 2, "agent_error": 0, "wrong_remediation": 4, "premature_resolution": 5, "step_budget_exhausted": 0, "invalid_action": 0, "other_failure": 0 }, "by_task": { "cache_crash": { "success_rate": 1.0, "mean_reward": 0.875, "mean_steps": 6, "invalid_action_rate": 0.0, "evidence_coverage": 1.0, "wrong_remediation_rate": 0.0, "distractor_failure_rate": 0.0, "premature_resolution_rate": 0.0, "root_cause_identification_rate": 1.0, "fix_identification_rate": 1.0, "correct_service_remediation_rate": 1.0, "correct_remediation_rate": 1.0, "remediation_precision": 1.0 }, "web_worker_crash": { "success_rate": 1.0, "mean_reward": 0.6333333333333333, "mean_steps": 8, "invalid_action_rate": 0.0, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 0.0, "distractor_failure_rate": 0.0, "premature_resolution_rate": 0.0, "root_cause_identification_rate": 1.0, "fix_identification_rate": 1.0, "correct_service_remediation_rate": 1.0, "correct_remediation_rate": 1.0, "remediation_precision": 1.0 }, "database_disk_full": { "success_rate": 0.0, "mean_reward": 0.0, "mean_steps": 2, "invalid_action_rate": 0.0, "evidence_coverage": 0.5, "wrong_remediation_rate": 0.0, "distractor_failure_rate": 0.0, "premature_resolution_rate": 1.0, "root_cause_identification_rate": 0.0, "fix_identification_rate": 0.0, "correct_service_remediation_rate": 0.0, "correct_remediation_rate": 0.0, "remediation_precision": 0.0 }, "cache_memory_pressure": { "success_rate": 0.0, "mean_reward": 0.1499999999999999, "mean_steps": 8, "invalid_action_rate": 0.0, "evidence_coverage": 1.0, "wrong_remediation_rate": 0.6666666666666666, "distractor_failure_rate": 0.0, "premature_resolution_rate": 1.0, "root_cause_identification_rate": 1.0, "fix_identification_rate": 0.0, "correct_service_remediation_rate": 1.0, "correct_remediation_rate": 1.0, "remediation_precision": 0.3333333333333333 }, "message_queue_crash": { "success_rate": 0.0, "mean_reward": 0.25, "mean_steps": 5, "invalid_action_rate": 0.0, "evidence_coverage": 1.0, "wrong_remediation_rate": 0.0, "distractor_failure_rate": 0.0, "premature_resolution_rate": 1.0, "root_cause_identification_rate": 0.0, "fix_identification_rate": 1.0, "correct_service_remediation_rate": 1.0, "correct_remediation_rate": 1.0, "remediation_precision": 1.0 }, "load_balancer_health_check_misconfig": { "success_rate": 0.0, "mean_reward": 0.0, "mean_steps": 8, "invalid_action_rate": 0.0, "evidence_coverage": 0.3333333333333333, "wrong_remediation_rate": 0.42857142857142855, "distractor_failure_rate": 0.0, "premature_resolution_rate": 0.0, "root_cause_identification_rate": 0.0, "fix_identification_rate": 0.0, "correct_service_remediation_rate": 1.0, "correct_remediation_rate": 1.0, "remediation_precision": 0.5714285714285714 }, "message_queue_backlog_consumers_low": { "success_rate": 0.0, "mean_reward": 0.0, "mean_steps": 8, "invalid_action_rate": 0.0, "evidence_coverage": 0.5, "wrong_remediation_rate": 0.0, "distractor_failure_rate": 0.0, "premature_resolution_rate": 1.0, "root_cause_identification_rate": 1.0, "fix_identification_rate": 1.0, "correct_service_remediation_rate": 0.0, "correct_remediation_rate": 0.0, "remediation_precision": 0.0 }, "web_server_memory_leak_restart": { "success_rate": 0.0, "mean_reward": 0.28333333333333327, "mean_steps": 7, "invalid_action_rate": 0.0, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 0.0, "distractor_failure_rate": 0.0, "premature_resolution_rate": 1.0, "root_cause_identification_rate": 1.0, "fix_identification_rate": 0.0, "correct_service_remediation_rate": 1.0, "correct_remediation_rate": 1.0, "remediation_precision": 1.0 }, "database_maintenance_mode_left_on": { "success_rate": 0.0, "mean_reward": 0.1333333333333333, "mean_steps": 8, "invalid_action_rate": 0.0, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 0.25, "distractor_failure_rate": 0.0, "premature_resolution_rate": 0.0, "root_cause_identification_rate": 0.0, "fix_identification_rate": 0.0, "correct_service_remediation_rate": 1.0, "correct_remediation_rate": 1.0, "remediation_precision": 0.75 }, "cache_auth_token_expired": { "success_rate": 0.0, "mean_reward": 0.0, "mean_steps": 8, "invalid_action_rate": 0.0, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 1.0, "distractor_failure_rate": 0.5, "premature_resolution_rate": 0.0, "root_cause_identification_rate": 0.0, "fix_identification_rate": 0.0, "correct_service_remediation_rate": 1.0, "correct_remediation_rate": 0.0, "remediation_precision": 0.0 }, "load_balancer_tls_cert_expired": { "success_rate": 0.0, "mean_reward": 0.06666666666666665, "mean_steps": 4, "invalid_action_rate": 0.0, "evidence_coverage": 0.3333333333333333, "wrong_remediation_rate": 0.0, "distractor_failure_rate": 0.0, "premature_resolution_rate": 1.0, "root_cause_identification_rate": 1.0, "fix_identification_rate": 1.0, "correct_service_remediation_rate": 0.0, "correct_remediation_rate": 0.0, "remediation_precision": 0.0 } }, "by_difficulty": { "easy": { "success_rate": 0.18181818181818182, "mean_reward": 0.2174242424242424, "mean_steps": 6.545454545454546, "invalid_action_rate": 0.0, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 0.38095238095238093, "distractor_failure_rate": 0.047619047619047616, "premature_resolution_rate": 0.5454545454545454, "root_cause_identification_rate": 0.5454545454545454, "fix_identification_rate": 0.45454545454545453, "correct_service_remediation_rate": 0.7272727272727273, "correct_remediation_rate": 0.6363636363636364, "remediation_precision": 0.6190476190476191 } }, "records": [ { "task_id": "cache_crash", "seed": 0, "metrics": { "total_steps": 6, "invalid_actions": 0, "repeated_actions": 1, "evidence_actions": 3, "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": 0.875 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.875, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "inspect_metrics(cache)", "reward": 0.06666666666666667, "summary": "Inspected metrics for cache." }, { "step": 2, "action": "check_status(cache)", "reward": 0.06666666666666667, "summary": "cache status is crashed." }, { "step": 3, "action": "inspect_logs(cache)", "reward": 0.06666666666666668, "summary": "Inspected logs for cache." }, { "step": 4, "action": "check_status(cache)", "reward": -0.04999999999999999, "summary": "cache status is crashed." }, { "step": 5, "action": "restart_service(cache)", "reward": 0.25, "summary": "Restarted cache." }, { "step": 6, "action": "resolve_incident(cache service crashed, restarted cache service)", "reward": 0.475, "summary": "Incident resolved." } ] }, { "task_id": "web_worker_crash", "seed": 10000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 4, "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": 0.6333333333333333 }, "evidence_coverage": 0.6666666666666666, "terminal_reason": "resolved", "final_reward": 0.6333333333333333, "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_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": "restart_service(web_server)", "reward": 0.24999999999999997, "summary": "Restarted web_server." }, { "step": 8, "action": "resolve_incident(web workers exited unexpectedly, restarted web_server)", "reward": 0.45, "summary": "Incident resolved." } ] }, { "task_id": "database_disk_full", "seed": 20000, "metrics": { "total_steps": 2, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 1, "remediation_actions": 0, "correct_service_remediations": 0, "correct_remediations": 0, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": false, "fix_identified": false, "correct_remediation_applied": false, "success": false, "final_reward": 0.0 }, "evidence_coverage": 0.5, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.0, "root_cause_identified": false, "fix_identified": false, "correct_service_remediation": false, "correct_remediation": false, "trajectory": [ { "step": 1, "action": "inspect_logs(database)", "reward": 0.1, "summary": "Inspected logs for database." }, { "step": 2, "action": "resolve_incident(disk space exhausted, clear disk space)", "reward": -0.2, "summary": "Resolution rejected." } ] }, { "task_id": "cache_memory_pressure", "seed": 30000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 1, "evidence_actions": 2, "remediation_actions": 3, "correct_service_remediations": 3, "correct_remediations": 1, "wrong_remediations": 2, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": true, "fix_identified": false, "correct_remediation_applied": true, "success": false, "final_reward": 0.1499999999999999 }, "evidence_coverage": 1.0, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.1499999999999999, "root_cause_identified": true, "fix_identified": false, "correct_service_remediation": true, "correct_remediation": true, "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": 0.0, "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": "restart_service(cache)", "reward": -0.14999999999999997, "summary": "Restarted cache, but the incident persists." }, { "step": 8, "action": "resolve_incident(Cache MAX_MEMORY_MB is configured too low, increase MAX_MEMORY_MB)", "reward": 0.04999999999999988, "summary": "Resolution rejected." } ] }, { "task_id": "message_queue_crash", "seed": 40000, "metrics": { "total_steps": 5, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 3, "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": true, "correct_remediation_applied": true, "success": false, "final_reward": 0.25 }, "evidence_coverage": 1.0, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.25, "root_cause_identified": false, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "check_status(message_queue)", "reward": 0.06666666666666667, "summary": "message_queue status is crashed." }, { "step": 2, "action": "inspect_logs(message_queue)", "reward": 0.06666666666666667, "summary": "Inspected logs for message_queue." }, { "step": 3, "action": "inspect_metrics(message_queue)", "reward": 0.06666666666666668, "summary": "Inspected metrics for message_queue." }, { "step": 4, "action": "restart_service(message_queue)", "reward": 0.25, "summary": "Restarted message_queue." }, { "step": 5, "action": "resolve_incident(memory pressure, restart message_queue)", "reward": -0.2, "summary": "Resolution rejected." } ] }, { "task_id": "load_balancer_health_check_misconfig", "seed": 50000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 5, "evidence_actions": 1, "remediation_actions": 7, "correct_service_remediations": 7, "correct_remediations": 4, "wrong_remediations": 3, "distractor_failures": 0, "premature_resolutions": 0, "root_cause_identified": false, "fix_identified": false, "correct_remediation_applied": true, "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": true, "trajectory": [ { "step": 1, "action": "inspect_config(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected config for load_balancer." }, { "step": 2, "action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)", "reward": 0.25, "summary": "Updated load_balancer config HEALTH_CHECK_PATH." }, { "step": 3, "action": "restart_service(load_balancer)", "reward": -0.15, "summary": "Restarted load_balancer, but the incident persists." }, { "step": 4, "action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)", "reward": -0.05000000000000002, "summary": "Updated load_balancer config HEALTH_CHECK_PATH." }, { "step": 5, "action": "restart_service(load_balancer)", "reward": -0.2, "summary": "Restarted load_balancer, but the incident persists." }, { "step": 6, "action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)", "reward": -0.04999999999999999, "summary": "Updated load_balancer config HEALTH_CHECK_PATH." }, { "step": 7, "action": "restart_service(load_balancer)", "reward": -0.1999999999999999, "summary": "Restarted load_balancer, but the incident persists." }, { "step": 8, "action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)", "reward": -0.050000000000000044, "summary": "Updated load_balancer config HEALTH_CHECK_PATH." } ] }, { "task_id": "message_queue_backlog_consumers_low", "seed": 60000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 5, "evidence_actions": 1, "remediation_actions": 0, "correct_service_remediations": 0, "correct_remediations": 0, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": true, "fix_identified": true, "correct_remediation_applied": false, "success": false, "final_reward": 0.0 }, "evidence_coverage": 0.5, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.0, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": false, "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_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_metrics(message_queue)", "reward": -0.04999999999999999, "summary": "Inspected metrics for message_queue." }, { "step": 8, "action": "resolve_incident(low consumer concurrency, increase consumer concurrency)", "reward": 0.04999999999999996, "summary": "Resolution rejected." } ] }, { "task_id": "web_server_memory_leak_restart", "seed": 70000, "metrics": { "total_steps": 7, "invalid_actions": 0, "repeated_actions": 3, "evidence_actions": 2, "remediation_actions": 2, "correct_service_remediations": 2, "correct_remediations": 2, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": true, "fix_identified": false, "correct_remediation_applied": true, "success": false, "final_reward": 0.28333333333333327 }, "evidence_coverage": 0.6666666666666666, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.28333333333333327, "root_cause_identified": true, "fix_identified": false, "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_logs(web_server)", "reward": -0.05, "summary": "Inspected logs for web_server." }, { "step": 4, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 5, "action": "inspect_logs(web_server)", "reward": -0.04999999999999999, "summary": "Inspected logs for web_server." }, { "step": 6, "action": "restart_service(web_server)", "reward": -0.050000000000000044, "summary": "Restarted web_server." }, { "step": 7, "action": "resolve_incident(web_server memory leak, increase worker memory limit)", "reward": 0.04999999999999999, "summary": "Resolution rejected." } ] }, { "task_id": "database_maintenance_mode_left_on", "seed": 80000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 2, "evidence_actions": 2, "remediation_actions": 4, "correct_service_remediations": 4, "correct_remediations": 3, "wrong_remediations": 1, "distractor_failures": 0, "premature_resolutions": 0, "root_cause_identified": false, "fix_identified": false, "correct_remediation_applied": true, "success": false, "final_reward": 0.1333333333333333 }, "evidence_coverage": 0.6666666666666666, "terminal_reason": "step_budget_exhausted", "final_reward": 0.1333333333333333, "root_cause_identified": false, "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": "check_status(database)", "reward": -0.04999999999999999, "summary": "database status is degraded." }, { "step": 5, "action": "inspect_config(database, MAINTENANCE_MODE)", "reward": 0.0, "summary": "Inspected config for database." }, { "step": 6, "action": "update_config(database, MAINTENANCE_MODE, False)", "reward": 0.0, "summary": "Updated database config MAINTENANCE_MODE." }, { "step": 7, "action": "restart_service(database)", "reward": -0.15000000000000002, "summary": "Restarted database, but the incident persists." }, { "step": 8, "action": "update_config(database, MAINTENANCE_MODE, False)", "reward": -0.04999999999999999, "summary": "Updated database config MAINTENANCE_MODE." } ] }, { "task_id": "cache_auth_token_expired", "seed": 90000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 2, "evidence_actions": 2, "remediation_actions": 2, "correct_service_remediations": 1, "correct_remediations": 0, "wrong_remediations": 2, "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": 0.6666666666666666, "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(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_config(cache, AUTH_TOKEN)", "reward": 0.0, "summary": "Inspected config for cache." }, { "step": 4, "action": "update_config(cache, AUTH_TOKEN, valid_token)", "reward": -0.15, "summary": "Updated cache config, but the incident persists." }, { "step": 5, "action": "inspect_config(web_server, AUTH_TOKEN)", "reward": 0.0, "summary": "Inspected config for web_server." }, { "step": 6, "action": "update_config(web_server, AUTH_TOKEN, valid_token)", "reward": -0.15, "summary": "Updated web_server config, but the incident persists." }, { "step": 7, "action": "inspect_logs(cache)", "reward": -0.04999999999999999, "summary": "Inspected logs for cache." }, { "step": 8, "action": "inspect_config(cache, AUTH_TOKEN)", "reward": -0.05000000000000007, "summary": "Inspected config for cache." } ] }, { "task_id": "load_balancer_tls_cert_expired", "seed": 100000, "metrics": { "total_steps": 4, "invalid_actions": 0, "repeated_actions": 1, "evidence_actions": 1, "remediation_actions": 0, "correct_service_remediations": 0, "correct_remediations": 0, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": true, "fix_identified": true, "correct_remediation_applied": false, "success": false, "final_reward": 0.06666666666666665 }, "evidence_coverage": 0.3333333333333333, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.06666666666666665, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": false, "correct_remediation": false, "trajectory": [ { "step": 1, "action": "inspect_logs(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 2, "action": "inspect_config(load_balancer, TLS_CERT)", "reward": 0.0, "summary": "Inspected config for load_balancer." }, { "step": 3, "action": "inspect_logs(load_balancer)", "reward": -0.05, "summary": "Inspected logs for load_balancer." }, { "step": 4, "action": "resolve_incident(load balancer TLS certificate expired, renew and update TLS certificate)", "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": "open_source", "model": "qwen/qwen3.6-35b-a3b", "run_kind": "llm", "command_hint": "python eval/run_eval.py --agent open_source --model qwen/qwen3.6-35b-a3b --episodes 1 --output open_source_qwen_qwen3.6-35b-a3b_episodes1.json" } ] }