{ "schema_version": 1, "generated_at": "2026-06-14T06:35:03.684257+00:00", "status": "complete", "config": { "preset": "paper", "only_baselines": [ "open_source_react" ], "resume": true, "pause_file": "D:\\SRE-Zero\\notes\\runs\\managed\\blog-mistral-small-easy-agent-styles-2026-06-14\\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": [ 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"D:\\SRE-Zero\\notes\\runs\\managed\\blog-mistral-small-easy-agent-styles-2026-06-14\\outputs\\open_source_react_mistralai_mistral-small-3.2-24b-instruct_episodes1.json" } ], "runs": [ { "agent": "open_source_react", "episodes_per_task": 1, "seed": 0, "model_override": "mistralai/mistral-small-3.2-24b-instruct", "base_url_override": null, "difficulty": "easy", "split": null, "overall": { "success_rate": 0.18181818181818182, "mean_reward": 0.22651515151515153, "mean_steps": 7.636363636363637, "invalid_action_rate": 0.03571428571428571, "evidence_coverage": 0.8333333333333334, "wrong_remediation_rate": 0.6875, "distractor_failure_rate": 0.0, "premature_resolution_rate": 0.36363636363636365, "root_cause_identification_rate": 0.45454545454545453, "fix_identification_rate": 0.45454545454545453, "correct_service_remediation_rate": 0.9090909090909091, "correct_remediation_rate": 0.45454545454545453, "remediation_precision": 0.3125 }, "standard_score": { "score": 34.518, "max_score": 100.0, "components": { "success": 7.273, "reward": 5.663, "evidence": 16.667, "efficiency": 0.094, "validity": 4.821 }, "metrics": { "success_rate": 0.18181818181818182, "mean_reward": 0.22651515151515153, "mean_steps": 7.636363636363637, "invalid_action_rate": 0.03571428571428571, "evidence_coverage": 0.8333333333333334, "wrong_remediation_rate": 0.6875, "distractor_failure_rate": 0.0, "premature_resolution_rate": 0.36363636363636365, "root_cause_identification_rate": 0.45454545454545453, "fix_identification_rate": 0.45454545454545453, "correct_service_remediation_rate": 0.9090909090909091, "correct_remediation_rate": 0.45454545454545453, "remediation_precision": 0.3125 }, "target_steps": 8.0 }, "failure_modes": { "total": 11, "success": 2, "agent_error": 0, "wrong_remediation": 7, "premature_resolution": 0, "step_budget_exhausted": 1, "invalid_action": 0, "other_failure": 1 }, "by_task": { "cache_crash": { "success_rate": 0.0, "mean_reward": 0.4, "mean_steps": 7, "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": 0.0, "fix_identification_rate": 0.0, "correct_service_remediation_rate": 1.0, "correct_remediation_rate": 1.0, "remediation_precision": 1.0 }, "web_worker_crash": { "success_rate": 0.0, "mean_reward": 0.2, "mean_steps": 8, "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": 0.0, "fix_identification_rate": 0.0, "correct_service_remediation_rate": 0.0, "correct_remediation_rate": 0.0, "remediation_precision": 0.0 }, "database_disk_full": { "success_rate": 0.0, "mean_reward": 0.0, "mean_steps": 8, "invalid_action_rate": 0.0, "evidence_coverage": 1.0, "wrong_remediation_rate": 1.0, "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": 0.0, "remediation_precision": 0.0 }, "cache_memory_pressure": { "success_rate": 0.0, "mean_reward": 0.0, "mean_steps": 8, "invalid_action_rate": 0.0, "evidence_coverage": 1.0, "wrong_remediation_rate": 1.0, "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": 1.0, "correct_remediation_rate": 0.0, "remediation_precision": 0.0 }, "message_queue_crash": { "success_rate": 0.0, "mean_reward": 0.10000000000000003, "mean_steps": 7, "invalid_action_rate": 0.0, "evidence_coverage": 1.0, "wrong_remediation_rate": 0.5, "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": 0.5 }, "load_balancer_health_check_misconfig": { "success_rate": 1.0, "mean_reward": 0.6166666666666667, "mean_steps": 8, "invalid_action_rate": 0.0, "evidence_coverage": 0.3333333333333333, "wrong_remediation_rate": 0.5, "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": 0.5 }, "message_queue_backlog_consumers_low": { "success_rate": 0.0, "mean_reward": 0.0, "mean_steps": 8, "invalid_action_rate": 0.125, "evidence_coverage": 0.5, "wrong_remediation_rate": 1.0, "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": 0.0, "remediation_precision": 0.0 }, "web_server_memory_leak_restart": { "success_rate": 1.0, "mean_reward": 0.925, "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 }, "database_maintenance_mode_left_on": { "success_rate": 0.0, "mean_reward": 0.24999999999999994, "mean_steps": 8, "invalid_action_rate": 0.0, "evidence_coverage": 1.0, "wrong_remediation_rate": 0.5, "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": 0.5 }, "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": 0.0, "premature_resolution_rate": 1.0, "root_cause_identification_rate": 1.0, "fix_identification_rate": 1.0, "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": 0.0, "mean_steps": 8, "invalid_action_rate": 0.25, "evidence_coverage": 0.6666666666666666, "wrong_remediation_rate": 1.0, "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": 0.0, "remediation_precision": 0.0 } }, "by_difficulty": { "easy": { "success_rate": 0.18181818181818182, "mean_reward": 0.22651515151515153, "mean_steps": 7.636363636363637, "invalid_action_rate": 0.03571428571428571, "evidence_coverage": 0.8333333333333334, "wrong_remediation_rate": 0.6875, "distractor_failure_rate": 0.0, "premature_resolution_rate": 0.36363636363636365, "root_cause_identification_rate": 0.45454545454545453, "fix_identification_rate": 0.45454545454545453, "correct_service_remediation_rate": 0.9090909090909091, "correct_remediation_rate": 0.45454545454545453, "remediation_precision": 0.3125 } }, "records": [ { "task_id": "cache_crash", "seed": 0, "metrics": { "total_steps": 7, "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": false, "fix_identified": false, "correct_remediation_applied": true, "success": false, "final_reward": 0.4 }, "evidence_coverage": 1.0, "terminal_reason": "escalated", "final_reward": 0.4, "root_cause_identified": false, "fix_identified": false, "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": "restart_service(cache)", "reward": 0.25, "summary": "Restarted cache." }, { "step": 5, "action": "inspect_metrics(cache)", "reward": -0.04999999999999999, "summary": "Inspected metrics for cache." }, { "step": 6, "action": "inspect_config(cache)", "reward": 0.0, "summary": "Inspected config for cache." }, { "step": 7, "action": "escalate(cache not serving requests despite being healthy)", "reward": 0.0, "summary": "Incident escalated." } ] }, { "task_id": "web_worker_crash", "seed": 10000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 3, "remediation_actions": 0, "correct_service_remediations": 0, "correct_remediations": 0, "wrong_remediations": 0, "distractor_failures": 0, "premature_resolutions": 0, "root_cause_identified": false, "fix_identified": false, "correct_remediation_applied": false, "success": false, "final_reward": 0.2 }, "evidence_coverage": 1.0, "terminal_reason": "step_budget_exhausted", "final_reward": 0.2, "root_cause_identified": false, "fix_identified": false, "correct_service_remediation": false, "correct_remediation": false, "trajectory": [ { "step": 1, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 2, "action": "check_status(web_server)", "reward": 0.06666666666666667, "summary": "web_server status is degraded." }, { "step": 3, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666668, "summary": "Inspected metrics for web_server." }, { "step": 4, "action": "inspect_config(web_server)", "reward": 0.0, "summary": "Inspected config for web_server." }, { "step": 5, "action": "check_status(database)", "reward": 0.0, "summary": "database status is healthy." }, { "step": 6, "action": "inspect_config(database)", "reward": 0.0, "summary": "Inspected config for database." }, { "step": 7, "action": "inspect_logs(message_queue)", "reward": 0.0, "summary": "Inspected logs for message_queue." }, { "step": 8, "action": "inspect_metrics(load_balancer)", "reward": 0.0, "summary": "Inspected metrics for load_balancer." } ] }, { "task_id": "database_disk_full", "seed": 20000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 1, "evidence_actions": 2, "remediation_actions": 1, "correct_service_remediations": 1, "correct_remediations": 0, "wrong_remediations": 1, "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_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, MAINTENANCE_WORK_MEM)", "reward": 0.0, "summary": "Inspected config for database." }, { "step": 4, "action": "inspect_config(database, AUTOVACUUM_MAX_WORKERS)", "reward": 0.0, "summary": "Inspected config for database." }, { "step": 5, "action": "inspect_config(database, VACUUM_COST_DELAY)", "reward": 0.0, "summary": "Inspected config for database." }, { "step": 6, "action": "inspect_config(database, VACUUM_COST_LIMIT)", "reward": 0.0, "summary": "Inspected config for database." }, { "step": 7, "action": "inspect_config(database, MAINTENANCE_WORK_MEM)", "reward": -0.04999999999999999, "summary": "Inspected config for database." }, { "step": 8, "action": "update_config(database, MAINTENANCE_WORK_MEM, 1024)", "reward": -0.15000000000000002, "summary": "Updated database config, but the incident persists." } ] }, { "task_id": "cache_memory_pressure", "seed": 30000, "metrics": { "total_steps": 8, "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": true, "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": true, "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, MAX_MEMORY_USAGE)", "reward": 0.0, "summary": "Inspected config for cache." }, { "step": 3, "action": "inspect_logs(cache)", "reward": 0.0, "summary": "Inspected logs for cache." }, { "step": 4, "action": "inspect_config(cache, MAX_MEMORY_MB)", "reward": 0.1, "summary": "Inspected config for cache." }, { "step": 5, "action": "update_config(cache, MAX_MEMORY_MB, 512)", "reward": -0.15, "summary": "Updated cache config, but the incident persists." }, { "step": 6, "action": "check_status(cache)", "reward": 0.0, "summary": "cache status is degraded." }, { "step": 7, "action": "restart_service(cache)", "reward": -0.15, "summary": "Restarted cache, but the incident persists." }, { "step": 8, "action": "resolve_incident(cache memory pressure, increase cache MAX_MEMORY_MB)", "reward": 0.04999999999999999, "summary": "Resolution rejected." } ] }, { "task_id": "message_queue_crash", "seed": 40000, "metrics": { "total_steps": 7, "invalid_actions": 0, "repeated_actions": 0, "evidence_actions": 3, "remediation_actions": 2, "correct_service_remediations": 2, "correct_remediations": 1, "wrong_remediations": 1, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": false, "fix_identified": true, "correct_remediation_applied": true, "success": false, "final_reward": 0.10000000000000003 }, "evidence_coverage": 1.0, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.10000000000000003, "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": "inspect_config(message_queue, MEMORY_LIMIT)", "reward": 0.0, "summary": "Inspected config for message_queue." }, { "step": 5, "action": "update_config(message_queue, MEMORY_LIMIT, 1024)", "reward": -0.15, "summary": "Updated message_queue config, but the incident persists." }, { "step": 6, "action": "restart_service(message_queue)", "reward": 0.25, "summary": "Restarted message_queue." }, { "step": 7, "action": "resolve_incident(message_queue crash, 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": 0, "evidence_actions": 1, "remediation_actions": 2, "correct_service_remediations": 2, "correct_remediations": 1, "wrong_remediations": 1, "distractor_failures": 0, "premature_resolutions": 0, "root_cause_identified": true, "fix_identified": true, "correct_remediation_applied": true, "success": true, "final_reward": 0.6166666666666667 }, "evidence_coverage": 0.3333333333333333, "terminal_reason": "resolved", "final_reward": 0.6166666666666667, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "check_status(web_server)", "reward": 0.0, "summary": "web_server status is healthy." }, { "step": 2, "action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)", "reward": 0.06666666666666667, "summary": "Inspected config for load_balancer." }, { "step": 3, "action": "inspect_config(web_server, HEALTH_CHECK_PATH)", "reward": 0.0, "summary": "Inspected config for web_server." }, { "step": 4, "action": "inspect_logs(web_server)", "reward": 0.0, "summary": "Inspected logs for web_server." }, { "step": 5, "action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)", "reward": 0.25, "summary": "Updated load_balancer config HEALTH_CHECK_PATH." }, { "step": 6, "action": "check_status(load_balancer)", "reward": 0.0, "summary": "load_balancer status is degraded." }, { "step": 7, "action": "restart_service(load_balancer)", "reward": -0.15, "summary": "Restarted load_balancer, but the incident persists." }, { "step": 8, "action": "resolve_incident(load_balancer health check misconfiguration, update HEALTH_CHECK_PATH to /healthz)", "reward": 0.45000000000000007, "summary": "Incident resolved." } ] }, { "task_id": "message_queue_backlog_consumers_low", "seed": 60000, "metrics": { "total_steps": 8, "invalid_actions": 1, "repeated_actions": 1, "evidence_actions": 1, "remediation_actions": 1, "correct_service_remediations": 1, "correct_remediations": 0, "wrong_remediations": 1, "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": 0.5, "terminal_reason": "escalated", "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, CONSUMER_COUNT)", "reward": 0.0, "summary": "Inspected config for message_queue." }, { "step": 4, "action": "check_status(message_queue)", "reward": 0.0, "summary": "message_queue status is healthy." }, { "step": 5, "action": "update_config(message_queue, CONSUMER_COUNT, 10)", "reward": -0.15, "summary": "Updated message_queue config, but the incident persists." }, { "step": 6, "action": "inspect_metrics(message_queue)", "reward": -0.05000000000000002, "summary": "Inspected metrics for message_queue." }, { "step": 7, "action": "check_status(downstream_email)", "reward": -0.04999999999999999, "summary": "Invalid action." }, { "step": 8, "action": "escalate(reason)", "reward": 0.0, "summary": "Incident escalated." } ] }, { "task_id": "web_server_memory_leak_restart", "seed": 70000, "metrics": { "total_steps": 6, "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": 0, "root_cause_identified": true, "fix_identified": true, "correct_remediation_applied": true, "success": true, "final_reward": 0.925 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.925, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666667, "summary": "Inspected metrics for web_server." }, { "step": 2, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 3, "action": "inspect_config(web_server, MEMORY_LIMIT_MB)", "reward": 0.0, "summary": "Inspected config for web_server." }, { "step": 4, "action": "check_status(web_server)", "reward": 0.06666666666666668, "summary": "web_server status is degraded." }, { "step": 5, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 6, "action": "resolve_incident(web_server memory leak, restart web_server)", "reward": 0.47500000000000003, "summary": "Incident resolved." } ] }, { "task_id": "database_maintenance_mode_left_on", "seed": 80000, "metrics": { "total_steps": 8, "invalid_actions": 0, "repeated_actions": 2, "evidence_actions": 3, "remediation_actions": 2, "correct_service_remediations": 2, "correct_remediations": 1, "wrong_remediations": 1, "distractor_failures": 0, "premature_resolutions": 1, "root_cause_identified": true, "fix_identified": false, "correct_remediation_applied": true, "success": false, "final_reward": 0.24999999999999994 }, "evidence_coverage": 1.0, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.24999999999999994, "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": "check_status(database)", "reward": -0.04999999999999999, "summary": "database status is degraded." }, { "step": 5, "action": "inspect_logs(database)", "reward": 0.06666666666666671, "summary": "Inspected logs for database." }, { "step": 6, "action": "restart_service(database)", "reward": -0.15000000000000002, "summary": "Restarted database, but the incident persists." }, { "step": 7, "action": "check_status(database)", "reward": -0.04999999999999999, "summary": "database status is healthy." }, { "step": 8, "action": "resolve_incident(database maintenance mode left on, disable MAINTENANCE_MODE)", "reward": 0.04999999999999993, "summary": "Resolution rejected." } ] }, { "task_id": "cache_auth_token_expired", "seed": 90000, "metrics": { "total_steps": 8, "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": true, "correct_remediation_applied": false, "success": false, "final_reward": 0.0 }, "evidence_coverage": 0.6666666666666666, "terminal_reason": "premature_or_incorrect_resolution", "final_reward": 0.0, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": false, "trajectory": [ { "step": 1, "action": "inspect_logs(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 2, "action": "inspect_config(cache, AUTH_TOKEN_TTL)", "reward": 0.0, "summary": "Inspected config for cache." }, { "step": 3, "action": "inspect_config(web_server, CACHE_AUTH_TOKEN_TTL)", "reward": 0.0, "summary": "Inspected config for web_server." }, { "step": 4, "action": "update_config(cache, AUTH_TOKEN_TTL, 3600)", "reward": -0.15, "summary": "Updated cache config, but the incident persists." }, { "step": 5, "action": "restart_service(cache)", "reward": -0.15000000000000002, "summary": "Restarted cache, but the incident persists." }, { "step": 6, "action": "check_status(cache)", "reward": 0.0, "summary": "cache status is healthy." }, { "step": 7, "action": "inspect_metrics(cache)", "reward": 0.06666666666666668, "summary": "Inspected metrics for cache." }, { "step": 8, "action": "resolve_incident(cache auth token expired, update web server cache auth token)", "reward": 0.04999999999999996, "summary": "Resolution rejected." } ] }, { "task_id": "load_balancer_tls_cert_expired", "seed": 100000, "metrics": { "total_steps": 8, "invalid_actions": 2, "repeated_actions": 1, "evidence_actions": 2, "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": 0.6666666666666666, "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": "check_status(load_balancer)", "reward": 0.06666666666666667, "summary": "load_balancer status is degraded." }, { "step": 2, "action": "inspect_config(load_balancer, TLS_CERTIFICATE)", "reward": 0.0, "summary": "Inspected config for load_balancer." }, { "step": 3, "action": "inspect_logs(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 4, "action": "update_config(load_balancer, TLS_CERTIFICATE, /path/to/new/certificate)", "reward": -0.15, "summary": "Updated load_balancer config, but the incident persists." }, { "step": 5, "action": "restart_service(load_balancer)", "reward": -0.15, "summary": "Restarted load_balancer, but the incident persists." }, { "step": 6, "action": "check_status(load_balancer)", "reward": -0.04999999999999999, "summary": "load_balancer status is healthy." }, { "step": 7, "action": "resolve_incident(load_balancer_tls_cert_expired, update_config(load_balancer, TLS_CERTIFICATE, /path/to/new/certificate))", "reward": -0.05000000000000007, "summary": "Invalid action." }, { "step": 8, "action": "resolve_incident(tls certificate expired, update_config(load_balancer, TLS_CERTIFICATE, /path/to/new/certificate))", "reward": -0.04999999999999993, "summary": "Invalid action." } ] } ], "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-mistral-small-easy-agent-styles-2026-06-14\\pause.flag", "baseline": "open_source_react", "model": "mistralai/mistral-small-3.2-24b-instruct", "run_kind": "llm", "command_hint": "python eval/run_eval.py --agent open_source_react --model mistralai/mistral-small-3.2-24b-instruct --episodes 1 --output open_source_react_mistralai_mistral-small-3.2-24b-instruct_episodes1.json" } ] }