{ "schema_version": 1, "generated_at": "2026-06-14T05:48:31.202962+00:00", "status": "complete", "config": { "preset": "paper", "only_baselines": [ "scripted" ], "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": null, "llm_max_tokens": null, "llm_max_retries": null, "llm_min_request_interval_seconds": null, "llm_rate_limit_requests": null, "llm_rate_limit_window_seconds": null, "llm_rejection_pause_threshold": null, "llm_rejection_pause_seconds": null, "llm_reasoning_exclude": null, "llm_qwen_no_think": null }, "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", "openai/gpt-5.4", "anthropic/claude-sonnet-4.6", "google/gemini-3.1-pro-preview", "x-ai/grok-4.3" ], "open_source": [ "ibm-granite/granite-4.1-8b", "inclusionai/ring-2.6-1t:free", "qwen/qwen3.6-35b-a3b", "nvidia/nemotron-3-super-120b-a12b:free", "google/gemma-4-26b-a4b-it:free" ], "open_source_react": [ "ibm-granite/granite-4.1-8b", "inclusionai/ring-2.6-1t:free", "qwen/qwen3.6-35b-a3b", "nvidia/nemotron-3-super-120b-a12b:free", "google/gemma-4-26b-a4b-it:free" ], "guided_open_source": [ "ibm-granite/granite-4.1-8b", "inclusionai/ring-2.6-1t:free", "qwen/qwen3.6-35b-a3b", "nvidia/nemotron-3-super-120b-a12b:free", "google/gemma-4-26b-a4b-it:free" ], "frontier": [ "openai/gpt-5.5", "anthropic/claude-opus-4.7-fast", "google/gemini-3.1-pro-preview", "x-ai/grok-4.3", "mistralai/mistral-medium-3-5" ] }, "marks_formula": { "max_score": 100.0, "components": { "success": 40.0, "reward": 25.0, "evidence": 20.0, "efficiency": 10.0, "validity": 5.0 }, "notes": "efficiency marks are gated by success_rate; validity marks use 1 - invalid_action_rate" }, "marks": { "rows": [ { "baseline": "scripted", "model": "deterministic/scripted", "score": 93.198, "components": { "success": 40.0, "reward": 23.523, "evidence": 20.0, "efficiency": 4.675, "validity": 5.0 }, "metrics": { "success_rate": 1.0, "mean_reward": 0.9409090909090909, "mean_steps": 4.7272727272727275, "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 }, "failure_modes": { "total": 55, "success": 55, "agent_error": 0, "wrong_remediation": 0, "premature_resolution": 0, "step_budget_exhausted": 0, "invalid_action": 0, "other_failure": 0 }, "agent_error_count": 0, "run_error": null } ], "by_model": { "deterministic/scripted": [ { "baseline": "scripted", "model": "deterministic/scripted", "score": 93.198, "components": { "success": 40.0, "reward": 23.523, "evidence": 20.0, "efficiency": 4.675, "validity": 5.0 }, "metrics": { "success_rate": 1.0, "mean_reward": 0.9409090909090909, "mean_steps": 4.7272727272727275, "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 }, "failure_modes": { "total": 55, "success": 55, "agent_error": 0, "wrong_remediation": 0, "premature_resolution": 0, "step_budget_exhausted": 0, "invalid_action": 0, "other_failure": 0 }, "agent_error_count": 0, "run_error": null } ] }, "by_baseline": { "scripted": [ { "baseline": "scripted", "model": "deterministic/scripted", "score": 93.198, "components": { "success": 40.0, "reward": 23.523, "evidence": 20.0, "efficiency": 4.675, "validity": 5.0 }, "metrics": { "success_rate": 1.0, "mean_reward": 0.9409090909090909, "mean_steps": 4.7272727272727275, "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 }, "failure_modes": { "total": 55, "success": 55, "agent_error": 0, "wrong_remediation": 0, "premature_resolution": 0, "step_budget_exhausted": 0, "invalid_action": 0, "other_failure": 0 }, "agent_error_count": 0, "run_error": null } ] }, "pairwise_deltas": { "scripted": [] } }, "difficulty_marks": { "rows": [ { "baseline": "scripted", "model": "deterministic/scripted", "difficulty": "easy", "score": 93.198, "components": { "success": 40.0, "reward": 23.523, "evidence": 20.0, "efficiency": 4.675, "validity": 5.0 }, "metrics": { "success_rate": 1.0, "mean_reward": 0.9409090909090909, "mean_steps": 4.7272727272727275, "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 } } ], "by_difficulty": { "easy": [ { "baseline": "scripted", "model": "deterministic/scripted", "difficulty": "easy", "score": 93.198, "components": { "success": 40.0, "reward": 23.523, "evidence": 20.0, "efficiency": 4.675, "validity": 5.0 }, "metrics": { "success_rate": 1.0, "mean_reward": 0.9409090909090909, "mean_steps": 4.7272727272727275, "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 } } ] } }, "run_files": [ { "baseline": "scripted", "model": "deterministic/scripted", "path": "D:\\SRE-Zero\\notes\\runs\\managed\\blog-mistral-small-easy-agent-styles-2026-06-14\\outputs\\scripted_episodes5.json" } ], "runs": [ { "agent": "scripted", "episodes_per_task": 5, "seed": 0, "model_override": null, "base_url_override": null, "difficulty": "easy", "split": null, "overall": { "success_rate": 1.0, "mean_reward": 0.9409090909090909, "mean_steps": 4.7272727272727275, "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 }, "standard_score": { "score": 93.198, "max_score": 100.0, "components": { "success": 40.0, "reward": 23.523, "evidence": 20.0, "efficiency": 4.675, "validity": 5.0 }, "metrics": { "success_rate": 1.0, "mean_reward": 0.9409090909090909, "mean_steps": 4.7272727272727275, "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 }, "target_steps": 8.0 }, "failure_modes": { "total": 55, "success": 55, "agent_error": 0, "wrong_remediation": 0, "premature_resolution": 0, "step_budget_exhausted": 0, "invalid_action": 0, "other_failure": 0 }, "by_task": { "cache_crash": { "success_rate": 1.0, "mean_reward": 0.9375, "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": 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": 0.9375, "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": 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": 1.0, "mean_reward": 0.9500000000000001, "mean_steps": 4, "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 }, "cache_memory_pressure": { "success_rate": 1.0, "mean_reward": 0.9500000000000001, "mean_steps": 4, "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 }, "message_queue_crash": { "success_rate": 1.0, "mean_reward": 0.9375, "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": 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 }, "load_balancer_health_check_misconfig": { "success_rate": 1.0, "mean_reward": 0.9375, "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": 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 }, "message_queue_backlog_consumers_low": { "success_rate": 1.0, "mean_reward": 0.9500000000000001, "mean_steps": 4, "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_server_memory_leak_restart": { "success_rate": 1.0, "mean_reward": 0.9375, "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": 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": 1.0, "mean_reward": 0.9375, "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": 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 }, "cache_auth_token_expired": { "success_rate": 1.0, "mean_reward": 0.9375, "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": 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 }, "load_balancer_tls_cert_expired": { "success_rate": 1.0, "mean_reward": 0.9375, "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": 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 } }, "by_difficulty": { "easy": { "success_rate": 1.0, "mean_reward": 0.9409090909090909, "mean_steps": 4.7272727272727275, "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 } }, "records": [ { "task_id": "cache_crash", "seed": 0, "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": 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": "check_status(cache)", "reward": 0.06666666666666667, "summary": "cache status is crashed." }, { "step": 2, "action": "inspect_logs(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 3, "action": "inspect_metrics(cache)", "reward": 0.06666666666666668, "summary": "Inspected metrics for cache." }, { "step": 4, "action": "restart_service(cache)", "reward": 0.25, "summary": "Restarted cache." }, { "step": 5, "action": "resolve_incident(cache service crashed, restart cache service)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "cache_crash", "seed": 1, "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": 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": "check_status(cache)", "reward": 0.06666666666666667, "summary": "cache status is crashed." }, { "step": 2, "action": "inspect_logs(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 3, "action": "inspect_metrics(cache)", "reward": 0.06666666666666668, "summary": "Inspected metrics for cache." }, { "step": 4, "action": "restart_service(cache)", "reward": 0.25, "summary": "Restarted cache." }, { "step": 5, "action": "resolve_incident(cache service crashed, restart cache service)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "cache_crash", "seed": 2, "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": 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": "check_status(cache)", "reward": 0.06666666666666667, "summary": "cache status is crashed." }, { "step": 2, "action": "inspect_logs(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 3, "action": "inspect_metrics(cache)", "reward": 0.06666666666666668, "summary": "Inspected metrics for cache." }, { "step": 4, "action": "restart_service(cache)", "reward": 0.25, "summary": "Restarted cache." }, { "step": 5, "action": "resolve_incident(cache service crashed, restart cache service)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "cache_crash", "seed": 3, "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": 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": "check_status(cache)", "reward": 0.06666666666666667, "summary": "cache status is crashed." }, { "step": 2, "action": "inspect_logs(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 3, "action": "inspect_metrics(cache)", "reward": 0.06666666666666668, "summary": "Inspected metrics for cache." }, { "step": 4, "action": "restart_service(cache)", "reward": 0.25, "summary": "Restarted cache." }, { "step": 5, "action": "resolve_incident(cache service crashed, restart cache service)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "cache_crash", "seed": 4, "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": 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": "check_status(cache)", "reward": 0.06666666666666667, "summary": "cache status is crashed." }, { "step": 2, "action": "inspect_logs(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 3, "action": "inspect_metrics(cache)", "reward": 0.06666666666666668, "summary": "Inspected metrics for cache." }, { "step": 4, "action": "restart_service(cache)", "reward": 0.25, "summary": "Restarted cache." }, { "step": 5, "action": "resolve_incident(cache service crashed, restart cache service)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "web_worker_crash", "seed": 10000, "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": 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": "check_status(web_server)", "reward": 0.06666666666666667, "summary": "web_server status is degraded." }, { "step": 2, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 3, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666668, "summary": "Inspected metrics for web_server." }, { "step": 4, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 5, "action": "resolve_incident(web server worker process crashed, restart web server)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "web_worker_crash", "seed": 10001, "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": 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": "check_status(web_server)", "reward": 0.06666666666666667, "summary": "web_server status is degraded." }, { "step": 2, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 3, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666668, "summary": "Inspected metrics for web_server." }, { "step": 4, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 5, "action": "resolve_incident(web server worker process crashed, restart web server)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "web_worker_crash", "seed": 10002, "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": 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": "check_status(web_server)", "reward": 0.06666666666666667, "summary": "web_server status is degraded." }, { "step": 2, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 3, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666668, "summary": "Inspected metrics for web_server." }, { "step": 4, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 5, "action": "resolve_incident(web server worker process crashed, restart web server)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "web_worker_crash", "seed": 10003, "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": 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": "check_status(web_server)", "reward": 0.06666666666666667, "summary": "web_server status is degraded." }, { "step": 2, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 3, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666668, "summary": "Inspected metrics for web_server." }, { "step": 4, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 5, "action": "resolve_incident(web server worker process crashed, restart web server)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "web_worker_crash", "seed": 10004, "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": 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": "check_status(web_server)", "reward": 0.06666666666666667, "summary": "web_server status is degraded." }, { "step": 2, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 3, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666668, "summary": "Inspected metrics for web_server." }, { "step": 4, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 5, "action": "resolve_incident(web server worker process crashed, restart web server)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "database_disk_full", "seed": 20000, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "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": "update_config(database, DISK_QUOTA_GB, 200)", "reward": 0.25, "summary": "Updated database config DISK_QUOTA_GB." }, { "step": 4, "action": "resolve_incident(database disk is full, increase database disk quota)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "database_disk_full", "seed": 20001, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "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": "update_config(database, DISK_QUOTA_GB, 200)", "reward": 0.25, "summary": "Updated database config DISK_QUOTA_GB." }, { "step": 4, "action": "resolve_incident(database disk is full, increase database disk quota)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "database_disk_full", "seed": 20002, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "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": "update_config(database, DISK_QUOTA_GB, 200)", "reward": 0.25, "summary": "Updated database config DISK_QUOTA_GB." }, { "step": 4, "action": "resolve_incident(database disk is full, increase database disk quota)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "database_disk_full", "seed": 20003, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "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": "update_config(database, DISK_QUOTA_GB, 200)", "reward": 0.25, "summary": "Updated database config DISK_QUOTA_GB." }, { "step": 4, "action": "resolve_incident(database disk is full, increase database disk quota)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "database_disk_full", "seed": 20004, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "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": "update_config(database, DISK_QUOTA_GB, 200)", "reward": 0.25, "summary": "Updated database config DISK_QUOTA_GB." }, { "step": 4, "action": "resolve_incident(database disk is full, increase database disk quota)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "cache_memory_pressure", "seed": 30000, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "root_cause_identified": true, "fix_identified": true, "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, MAX_MEMORY_MB)", "reward": 0.1, "summary": "Inspected config for cache." }, { "step": 3, "action": "update_config(cache, MAX_MEMORY_MB, 1024)", "reward": 0.25, "summary": "Updated cache config MAX_MEMORY_MB." }, { "step": 4, "action": "resolve_incident(cache memory limit is too low, increase cache memory limit)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "cache_memory_pressure", "seed": 30001, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "root_cause_identified": true, "fix_identified": true, "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, MAX_MEMORY_MB)", "reward": 0.1, "summary": "Inspected config for cache." }, { "step": 3, "action": "update_config(cache, MAX_MEMORY_MB, 1024)", "reward": 0.25, "summary": "Updated cache config MAX_MEMORY_MB." }, { "step": 4, "action": "resolve_incident(cache memory limit is too low, increase cache memory limit)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "cache_memory_pressure", "seed": 30002, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "root_cause_identified": true, "fix_identified": true, "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, MAX_MEMORY_MB)", "reward": 0.1, "summary": "Inspected config for cache." }, { "step": 3, "action": "update_config(cache, MAX_MEMORY_MB, 1024)", "reward": 0.25, "summary": "Updated cache config MAX_MEMORY_MB." }, { "step": 4, "action": "resolve_incident(cache memory limit is too low, increase cache memory limit)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "cache_memory_pressure", "seed": 30003, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "root_cause_identified": true, "fix_identified": true, "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, MAX_MEMORY_MB)", "reward": 0.1, "summary": "Inspected config for cache." }, { "step": 3, "action": "update_config(cache, MAX_MEMORY_MB, 1024)", "reward": 0.25, "summary": "Updated cache config MAX_MEMORY_MB." }, { "step": 4, "action": "resolve_incident(cache memory limit is too low, increase cache memory limit)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "cache_memory_pressure", "seed": 30004, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "root_cause_identified": true, "fix_identified": true, "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, MAX_MEMORY_MB)", "reward": 0.1, "summary": "Inspected config for cache." }, { "step": 3, "action": "update_config(cache, MAX_MEMORY_MB, 1024)", "reward": 0.25, "summary": "Updated cache config MAX_MEMORY_MB." }, { "step": 4, "action": "resolve_incident(cache memory limit is too low, increase cache memory limit)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "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": 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": "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(message queue service crashed, restart message queue service)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "message_queue_crash", "seed": 40001, "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": 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": "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(message queue service crashed, restart message queue service)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "message_queue_crash", "seed": 40002, "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": 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": "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(message queue service crashed, restart message queue service)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "message_queue_crash", "seed": 40003, "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": 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": "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(message queue service crashed, restart message queue service)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "message_queue_crash", "seed": 40004, "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": 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": "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(message queue service crashed, restart message queue service)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "load_balancer_health_check_misconfig", "seed": 50000, "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": 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(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 2, "action": "inspect_metrics(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected metrics for load_balancer." }, { "step": 3, "action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)", "reward": 0.06666666666666668, "summary": "Inspected config for load_balancer." }, { "step": 4, "action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)", "reward": 0.25, "summary": "Updated load_balancer config HEALTH_CHECK_PATH." }, { "step": 5, "action": "resolve_incident(load balancer health check path misconfigured, update health check path)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "load_balancer_health_check_misconfig", "seed": 50001, "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": 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(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 2, "action": "inspect_metrics(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected metrics for load_balancer." }, { "step": 3, "action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)", "reward": 0.06666666666666668, "summary": "Inspected config for load_balancer." }, { "step": 4, "action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)", "reward": 0.25, "summary": "Updated load_balancer config HEALTH_CHECK_PATH." }, { "step": 5, "action": "resolve_incident(load balancer health check path misconfigured, update health check path)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "load_balancer_health_check_misconfig", "seed": 50002, "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": 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(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 2, "action": "inspect_metrics(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected metrics for load_balancer." }, { "step": 3, "action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)", "reward": 0.06666666666666668, "summary": "Inspected config for load_balancer." }, { "step": 4, "action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)", "reward": 0.25, "summary": "Updated load_balancer config HEALTH_CHECK_PATH." }, { "step": 5, "action": "resolve_incident(load balancer health check path misconfigured, update health check path)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "load_balancer_health_check_misconfig", "seed": 50003, "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": 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(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 2, "action": "inspect_metrics(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected metrics for load_balancer." }, { "step": 3, "action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)", "reward": 0.06666666666666668, "summary": "Inspected config for load_balancer." }, { "step": 4, "action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)", "reward": 0.25, "summary": "Updated load_balancer config HEALTH_CHECK_PATH." }, { "step": 5, "action": "resolve_incident(load balancer health check path misconfigured, update health check path)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "load_balancer_health_check_misconfig", "seed": 50004, "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": 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(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 2, "action": "inspect_metrics(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected metrics for load_balancer." }, { "step": 3, "action": "inspect_config(load_balancer, HEALTH_CHECK_PATH)", "reward": 0.06666666666666668, "summary": "Inspected config for load_balancer." }, { "step": 4, "action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)", "reward": 0.25, "summary": "Updated load_balancer config HEALTH_CHECK_PATH." }, { "step": 5, "action": "resolve_incident(load balancer health check path misconfigured, update health check path)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "message_queue_backlog_consumers_low", "seed": 60000, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "inspect_metrics(message_queue)", "reward": 0.1, "summary": "Inspected metrics for message_queue." }, { "step": 2, "action": "inspect_config(message_queue, CONSUMER_CONCURRENCY)", "reward": 0.1, "summary": "Inspected config for message_queue." }, { "step": 3, "action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)", "reward": 0.25, "summary": "Updated message_queue config CONSUMER_CONCURRENCY." }, { "step": 4, "action": "resolve_incident(message queue consumer concurrency too low, increase consumer concurrency)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "message_queue_backlog_consumers_low", "seed": 60001, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "inspect_metrics(message_queue)", "reward": 0.1, "summary": "Inspected metrics for message_queue." }, { "step": 2, "action": "inspect_config(message_queue, CONSUMER_CONCURRENCY)", "reward": 0.1, "summary": "Inspected config for message_queue." }, { "step": 3, "action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)", "reward": 0.25, "summary": "Updated message_queue config CONSUMER_CONCURRENCY." }, { "step": 4, "action": "resolve_incident(message queue consumer concurrency too low, increase consumer concurrency)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "message_queue_backlog_consumers_low", "seed": 60002, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "inspect_metrics(message_queue)", "reward": 0.1, "summary": "Inspected metrics for message_queue." }, { "step": 2, "action": "inspect_config(message_queue, CONSUMER_CONCURRENCY)", "reward": 0.1, "summary": "Inspected config for message_queue." }, { "step": 3, "action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)", "reward": 0.25, "summary": "Updated message_queue config CONSUMER_CONCURRENCY." }, { "step": 4, "action": "resolve_incident(message queue consumer concurrency too low, increase consumer concurrency)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "message_queue_backlog_consumers_low", "seed": 60003, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "inspect_metrics(message_queue)", "reward": 0.1, "summary": "Inspected metrics for message_queue." }, { "step": 2, "action": "inspect_config(message_queue, CONSUMER_CONCURRENCY)", "reward": 0.1, "summary": "Inspected config for message_queue." }, { "step": 3, "action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)", "reward": 0.25, "summary": "Updated message_queue config CONSUMER_CONCURRENCY." }, { "step": 4, "action": "resolve_incident(message queue consumer concurrency too low, increase consumer concurrency)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "message_queue_backlog_consumers_low", "seed": 60004, "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": 0.9500000000000001 }, "evidence_coverage": 1.0, "terminal_reason": "resolved", "final_reward": 0.9500000000000001, "root_cause_identified": true, "fix_identified": true, "correct_service_remediation": true, "correct_remediation": true, "trajectory": [ { "step": 1, "action": "inspect_metrics(message_queue)", "reward": 0.1, "summary": "Inspected metrics for message_queue." }, { "step": 2, "action": "inspect_config(message_queue, CONSUMER_CONCURRENCY)", "reward": 0.1, "summary": "Inspected config for message_queue." }, { "step": 3, "action": "update_config(message_queue, CONSUMER_CONCURRENCY, 16)", "reward": 0.25, "summary": "Updated message_queue config CONSUMER_CONCURRENCY." }, { "step": 4, "action": "resolve_incident(message queue consumer concurrency too low, increase consumer concurrency)", "reward": 0.5, "summary": "Incident resolved." } ] }, { "task_id": "web_server_memory_leak_restart", "seed": 70000, "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": 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": "check_status(web_server)", "reward": 0.06666666666666667, "summary": "web_server status is degraded." }, { "step": 2, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 3, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666668, "summary": "Inspected metrics for web_server." }, { "step": 4, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 5, "action": "resolve_incident(web server memory leak caused worker crashes, restart web server to clear memory leak)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "web_server_memory_leak_restart", "seed": 70001, "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": 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": "check_status(web_server)", "reward": 0.06666666666666667, "summary": "web_server status is degraded." }, { "step": 2, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 3, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666668, "summary": "Inspected metrics for web_server." }, { "step": 4, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 5, "action": "resolve_incident(web server memory leak caused worker crashes, restart web server to clear memory leak)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "web_server_memory_leak_restart", "seed": 70002, "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": 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": "check_status(web_server)", "reward": 0.06666666666666667, "summary": "web_server status is degraded." }, { "step": 2, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 3, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666668, "summary": "Inspected metrics for web_server." }, { "step": 4, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 5, "action": "resolve_incident(web server memory leak caused worker crashes, restart web server to clear memory leak)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "web_server_memory_leak_restart", "seed": 70003, "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": 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": "check_status(web_server)", "reward": 0.06666666666666667, "summary": "web_server status is degraded." }, { "step": 2, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 3, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666668, "summary": "Inspected metrics for web_server." }, { "step": 4, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 5, "action": "resolve_incident(web server memory leak caused worker crashes, restart web server to clear memory leak)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "web_server_memory_leak_restart", "seed": 70004, "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": 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": "check_status(web_server)", "reward": 0.06666666666666667, "summary": "web_server status is degraded." }, { "step": 2, "action": "inspect_logs(web_server)", "reward": 0.06666666666666667, "summary": "Inspected logs for web_server." }, { "step": 3, "action": "inspect_metrics(web_server)", "reward": 0.06666666666666668, "summary": "Inspected metrics for web_server." }, { "step": 4, "action": "restart_service(web_server)", "reward": 0.25, "summary": "Restarted web_server." }, { "step": 5, "action": "resolve_incident(web server memory leak caused worker crashes, restart web server to clear memory leak)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "database_maintenance_mode_left_on", "seed": 80000, "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": 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": "check_status(database)", "reward": 0.06666666666666667, "summary": "database status is degraded." }, { "step": 2, "action": "inspect_logs(database)", "reward": 0.06666666666666667, "summary": "Inspected logs for database." }, { "step": 3, "action": "inspect_config(database, MAINTENANCE_MODE)", "reward": 0.06666666666666668, "summary": "Inspected config for database." }, { "step": 4, "action": "update_config(database, MAINTENANCE_MODE, False)", "reward": 0.25, "summary": "Updated database config MAINTENANCE_MODE." }, { "step": 5, "action": "resolve_incident(database maintenance mode was left enabled, disable database maintenance mode)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "database_maintenance_mode_left_on", "seed": 80001, "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": 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": "check_status(database)", "reward": 0.06666666666666667, "summary": "database status is degraded." }, { "step": 2, "action": "inspect_logs(database)", "reward": 0.06666666666666667, "summary": "Inspected logs for database." }, { "step": 3, "action": "inspect_config(database, MAINTENANCE_MODE)", "reward": 0.06666666666666668, "summary": "Inspected config for database." }, { "step": 4, "action": "update_config(database, MAINTENANCE_MODE, False)", "reward": 0.25, "summary": "Updated database config MAINTENANCE_MODE." }, { "step": 5, "action": "resolve_incident(database maintenance mode was left enabled, disable database maintenance mode)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "database_maintenance_mode_left_on", "seed": 80002, "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": 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": "check_status(database)", "reward": 0.06666666666666667, "summary": "database status is degraded." }, { "step": 2, "action": "inspect_logs(database)", "reward": 0.06666666666666667, "summary": "Inspected logs for database." }, { "step": 3, "action": "inspect_config(database, MAINTENANCE_MODE)", "reward": 0.06666666666666668, "summary": "Inspected config for database." }, { "step": 4, "action": "update_config(database, MAINTENANCE_MODE, False)", "reward": 0.25, "summary": "Updated database config MAINTENANCE_MODE." }, { "step": 5, "action": "resolve_incident(database maintenance mode was left enabled, disable database maintenance mode)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "database_maintenance_mode_left_on", "seed": 80003, "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": 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": "check_status(database)", "reward": 0.06666666666666667, "summary": "database status is degraded." }, { "step": 2, "action": "inspect_logs(database)", "reward": 0.06666666666666667, "summary": "Inspected logs for database." }, { "step": 3, "action": "inspect_config(database, MAINTENANCE_MODE)", "reward": 0.06666666666666668, "summary": "Inspected config for database." }, { "step": 4, "action": "update_config(database, MAINTENANCE_MODE, False)", "reward": 0.25, "summary": "Updated database config MAINTENANCE_MODE." }, { "step": 5, "action": "resolve_incident(database maintenance mode was left enabled, disable database maintenance mode)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "database_maintenance_mode_left_on", "seed": 80004, "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": 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": "check_status(database)", "reward": 0.06666666666666667, "summary": "database status is degraded." }, { "step": 2, "action": "inspect_logs(database)", "reward": 0.06666666666666667, "summary": "Inspected logs for database." }, { "step": 3, "action": "inspect_config(database, MAINTENANCE_MODE)", "reward": 0.06666666666666668, "summary": "Inspected config for database." }, { "step": 4, "action": "update_config(database, MAINTENANCE_MODE, False)", "reward": 0.25, "summary": "Updated database config MAINTENANCE_MODE." }, { "step": 5, "action": "resolve_incident(database maintenance mode was left enabled, disable database maintenance mode)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "cache_auth_token_expired", "seed": 90000, "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": 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(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 2, "action": "inspect_metrics(cache)", "reward": 0.06666666666666667, "summary": "Inspected metrics for cache." }, { "step": 3, "action": "inspect_config(cache, AUTH_TOKEN_VALID)", "reward": 0.06666666666666668, "summary": "Inspected config for cache." }, { "step": 4, "action": "update_config(cache, AUTH_TOKEN_VALID, True)", "reward": 0.25, "summary": "Updated cache config AUTH_TOKEN_VALID." }, { "step": 5, "action": "resolve_incident(cache authentication token expired, refresh cache token)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "cache_auth_token_expired", "seed": 90001, "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": 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(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 2, "action": "inspect_metrics(cache)", "reward": 0.06666666666666667, "summary": "Inspected metrics for cache." }, { "step": 3, "action": "inspect_config(cache, AUTH_TOKEN_VALID)", "reward": 0.06666666666666668, "summary": "Inspected config for cache." }, { "step": 4, "action": "update_config(cache, AUTH_TOKEN_VALID, True)", "reward": 0.25, "summary": "Updated cache config AUTH_TOKEN_VALID." }, { "step": 5, "action": "resolve_incident(cache authentication token expired, refresh cache token)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "cache_auth_token_expired", "seed": 90002, "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": 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(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 2, "action": "inspect_metrics(cache)", "reward": 0.06666666666666667, "summary": "Inspected metrics for cache." }, { "step": 3, "action": "inspect_config(cache, AUTH_TOKEN_VALID)", "reward": 0.06666666666666668, "summary": "Inspected config for cache." }, { "step": 4, "action": "update_config(cache, AUTH_TOKEN_VALID, True)", "reward": 0.25, "summary": "Updated cache config AUTH_TOKEN_VALID." }, { "step": 5, "action": "resolve_incident(cache authentication token expired, refresh cache token)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "cache_auth_token_expired", "seed": 90003, "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": 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(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 2, "action": "inspect_metrics(cache)", "reward": 0.06666666666666667, "summary": "Inspected metrics for cache." }, { "step": 3, "action": "inspect_config(cache, AUTH_TOKEN_VALID)", "reward": 0.06666666666666668, "summary": "Inspected config for cache." }, { "step": 4, "action": "update_config(cache, AUTH_TOKEN_VALID, True)", "reward": 0.25, "summary": "Updated cache config AUTH_TOKEN_VALID." }, { "step": 5, "action": "resolve_incident(cache authentication token expired, refresh cache token)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "cache_auth_token_expired", "seed": 90004, "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": 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(cache)", "reward": 0.06666666666666667, "summary": "Inspected logs for cache." }, { "step": 2, "action": "inspect_metrics(cache)", "reward": 0.06666666666666667, "summary": "Inspected metrics for cache." }, { "step": 3, "action": "inspect_config(cache, AUTH_TOKEN_VALID)", "reward": 0.06666666666666668, "summary": "Inspected config for cache." }, { "step": 4, "action": "update_config(cache, AUTH_TOKEN_VALID, True)", "reward": 0.25, "summary": "Updated cache config AUTH_TOKEN_VALID." }, { "step": 5, "action": "resolve_incident(cache authentication token expired, refresh cache token)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "load_balancer_tls_cert_expired", "seed": 100000, "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": 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": "check_status(load_balancer)", "reward": 0.06666666666666667, "summary": "load_balancer status is degraded." }, { "step": 2, "action": "inspect_logs(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 3, "action": "inspect_config(load_balancer, TLS_CERT_VALID)", "reward": 0.06666666666666668, "summary": "Inspected config for load_balancer." }, { "step": 4, "action": "update_config(load_balancer, TLS_CERT_VALID, True)", "reward": 0.25, "summary": "Updated load_balancer config TLS_CERT_VALID." }, { "step": 5, "action": "resolve_incident(load balancer TLS certificate expired, rotate tls certificate)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "load_balancer_tls_cert_expired", "seed": 100001, "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": 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": "check_status(load_balancer)", "reward": 0.06666666666666667, "summary": "load_balancer status is degraded." }, { "step": 2, "action": "inspect_logs(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 3, "action": "inspect_config(load_balancer, TLS_CERT_VALID)", "reward": 0.06666666666666668, "summary": "Inspected config for load_balancer." }, { "step": 4, "action": "update_config(load_balancer, TLS_CERT_VALID, True)", "reward": 0.25, "summary": "Updated load_balancer config TLS_CERT_VALID." }, { "step": 5, "action": "resolve_incident(load balancer TLS certificate expired, rotate tls certificate)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "load_balancer_tls_cert_expired", "seed": 100002, "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": 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": "check_status(load_balancer)", "reward": 0.06666666666666667, "summary": "load_balancer status is degraded." }, { "step": 2, "action": "inspect_logs(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 3, "action": "inspect_config(load_balancer, TLS_CERT_VALID)", "reward": 0.06666666666666668, "summary": "Inspected config for load_balancer." }, { "step": 4, "action": "update_config(load_balancer, TLS_CERT_VALID, True)", "reward": 0.25, "summary": "Updated load_balancer config TLS_CERT_VALID." }, { "step": 5, "action": "resolve_incident(load balancer TLS certificate expired, rotate tls certificate)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "load_balancer_tls_cert_expired", "seed": 100003, "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": 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": "check_status(load_balancer)", "reward": 0.06666666666666667, "summary": "load_balancer status is degraded." }, { "step": 2, "action": "inspect_logs(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 3, "action": "inspect_config(load_balancer, TLS_CERT_VALID)", "reward": 0.06666666666666668, "summary": "Inspected config for load_balancer." }, { "step": 4, "action": "update_config(load_balancer, TLS_CERT_VALID, True)", "reward": 0.25, "summary": "Updated load_balancer config TLS_CERT_VALID." }, { "step": 5, "action": "resolve_incident(load balancer TLS certificate expired, rotate tls certificate)", "reward": 0.4875, "summary": "Incident resolved." } ] }, { "task_id": "load_balancer_tls_cert_expired", "seed": 100004, "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": 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": "check_status(load_balancer)", "reward": 0.06666666666666667, "summary": "load_balancer status is degraded." }, { "step": 2, "action": "inspect_logs(load_balancer)", "reward": 0.06666666666666667, "summary": "Inspected logs for load_balancer." }, { "step": 3, "action": "inspect_config(load_balancer, TLS_CERT_VALID)", "reward": 0.06666666666666668, "summary": "Inspected config for load_balancer." }, { "step": 4, "action": "update_config(load_balancer, TLS_CERT_VALID, True)", "reward": 0.25, "summary": "Updated load_balancer config TLS_CERT_VALID." }, { "step": 5, "action": "resolve_incident(load balancer TLS certificate expired, rotate tls certificate)", "reward": 0.4875, "summary": "Incident resolved." } ] } ], "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": 55, "completed_task_episodes": 55, "complete": true, "paused": false, "pause_file": "D:\\SRE-Zero\\notes\\runs\\managed\\blog-mistral-small-easy-agent-styles-2026-06-14\\pause.flag", "baseline": "scripted", "model": "deterministic/scripted", "run_kind": "deterministic", "command_hint": "python eval/run_eval.py --agent scripted --episodes 5 --output scripted_episodes5.json" } ] }