| {"example_id": "c2be5d93-7fae-444a-b98a-912721ba3258", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_corrupted_external_dep", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 12, "budget": 36.0, "alerts": ["[WARNING] user-service degraded", "[CRITICAL] user-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0896}, "user-service": {"status": "critical", "http_server_error_rate": 0.4974, "user_service_instances_affected": 1}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0055}, "cache": {"status": "healthy", "http_server_error_rate": 0.0213}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.015}}, "logs": {"user-service": ["corrupted_dependency \u2014 1 instances affected", "Checksum validation failed \u2014 corrupted binary"]}}, "gold_action_sequence": [{"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "f4f7bc92-8cda-4477-9aaf-ccc2233e2dea", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 6, "budget": 102.0, "alerts": ["[WARNING] search-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0258}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0445}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0064}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0681}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0122}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0214}, "cache": {"status": "healthy", "http_server_error_rate": 0.023}, "search-service": {"status": "critical", "http_server_error_rate": 0.2027, "http_server_request_queue_depth": 714, "effective_rps_multiplier": 2.4, "metastable_feedback_loop_active": true}, "ranking-service": {"status": "degraded", "http_server_error_rate": 0.0419}}, "logs": {"search-service": ["Queue depth: 714. Processing stalled.", "Feedback loop active. Retry multiplier: 2.4x."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "search-service"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "search-service"} |
| {"example_id": "885a119a-62b1-4a28-a9b8-f80da013f35a", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 4, "budget": 52.0, "alerts": ["[WARNING] notification-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0205}, "notification-service": {"status": "critical", "http_server_error_rate": 0.2928, "effective_rps_multiplier": 2.5}, "notification-db": {"status": "degraded", "http_server_error_rate": 0.0512}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0015}, "metrics-exporter": {"status": "healthy", "http_server_error_rate": 0.003}}, "logs": {"api-gateway": ["Retry storm: effective_rps_multiplier=2.5x", "Retries overwhelming downstream services"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "f48fe5bb-f025-4525-a5da-e75d1c43899e", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 1, "budget": 28.5, "alerts": ["[WARNING] auth-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0067}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.3062, "process_open_file_descriptors": 2, "restart_count": 1}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0017}}, "logs": {"auth-service": ["HikariPool-1 - Connection pool exhausted. Total=2, Idle=0, Waiting=50", "restart_count: 1"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "revert_config", "params": {"service": "auth-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "54b87cac-e7bf-4c0a-a3d5-a739d5012180", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_config_race", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 4, "budget": 52.0, "alerts": ["[WARNING] api-gateway showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.234, "wrong_config_replica_fraction": 0.0}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0159}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0071}, "user-service": {"status": "healthy", "http_server_error_rate": 0.013}, "cache-service": {"status": "degraded", "http_server_error_rate": 0.0542}}, "logs": {"api-gateway": ["Auth header version mismatch on 0/5 replicas", "aggregate error_rate: 0.23"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "api-gateway"} |
| {"example_id": "b52f2993-1a5d-4085-8516-2d241da795fb", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_configmap_reload", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 2, "budget": 56.0, "alerts": ["[WARNING] notification-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0904}, "notification-service": {"status": "critical", "http_server_error_rate": 1.0, "configmap_update_age_seconds": 74}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0285}, "template-service": {"status": "healthy", "http_server_error_rate": 0.0052}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0196}}, "logs": {"notification-service": ["ConfigMap path: /templates/v1/ (expected v2/)", "Log entries: 2 in past tick", "Missing template: order_confirmation.html"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "restart_service", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "3c831ab8-bcee-4a7e-9d42-ddff92b163ac", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] db-proxy degraded", "[CRITICAL] db-proxy error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0272}, "db-proxy": {"status": "critical", "http_server_error_rate": 0.6531, "process_open_file_descriptors": 3}, "cache": {"status": "degraded", "http_server_error_rate": 0.041}}, "logs": {"db-proxy": ["FD exhaustion: 4080 FDs used"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "7c8f3822-30e1-4841-9fbb-78ff844fb7d7", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_corrupted_external_dep", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 2, "budget": 56.0, "alerts": ["[WARNING] user-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0941}, "user-service": {"status": "critical", "http_server_error_rate": 0.4076, "user_service_instances_affected": 1}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.027}, "cache": {"status": "degraded", "http_server_error_rate": 0.0513}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0249}}, "logs": {"user-service": ["corrupted_dependency \u2014 1 instances affected", "Checksum validation failed \u2014 corrupted binary"]}}, "gold_action_sequence": [{"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "12493e1f-9140-49d4-97e4-ec1767f94cf1", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] auth-service degraded", "[CRITICAL] auth-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0171}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.3957, "process_open_file_descriptors": 3, "restart_count": 2}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.009}}, "logs": {"auth-service": ["HikariPool-1 - Connection pool exhausted. Total=2, Idle=0, Waiting=50", "restart_count: 2"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "revert_config", "params": {"service": "auth-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "34340819-5ba7-4b8b-8567-3ba7ce5c6275", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_image_pull_backoff", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 10, "budget": 15.0, "alerts": ["[WARNING] recommendation-engine degraded", "[CRITICAL] recommendation-engine error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0192}, "recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.6422, "image_pull_backoff_seconds": 176, "restart_count": 3}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0046}}, "logs": {"recommendation-engine": ["image_pull_backoff_seconds: 176", "Image pull backoff: manifest unknown", "restart_count: 3"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "rollback_deploy", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "e2ab4eb7-0967-4fd8-91f0-4b570dce31d4", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] user-service degraded", "[CRITICAL] user-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0506}, "user-service": {"status": "degraded", "http_server_error_rate": 0.2645, "http_server_request_duration_p99": 4.7024}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0554}}, "logs": {"user-service": ["p99 latency: 4.7s"], "checkout-service": ["error_rate: 0.26 (timeout dependency)"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "bbd0a4d6-0aee-4719-be36-6c68409d99e8", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 3, "budget": 111.0, "alerts": ["[WARNING] search-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0497}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0491}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0685}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0124}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0486}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.008}, "cache": {"status": "healthy", "http_server_error_rate": 0.0055}, "search-service": {"status": "critical", "http_server_error_rate": 0.2042, "http_server_request_queue_depth": 728, "effective_rps_multiplier": 2.3, "metastable_feedback_loop_active": true}, "ranking-service": {"status": "healthy", "http_server_error_rate": 0.0063}}, "logs": {"search-service": ["Queue depth: 728. Processing stalled.", "Feedback loop active. Retry multiplier: 2.3x."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "search-service"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "search-service"} |
| {"example_id": "c03cb5d9-502c-4900-990b-78acfb79b0ce", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_dual_fault_shared_cascade", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 6, "budget": 102.0, "alerts": ["[WARNING] auth-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0562}, "auth-service": {"status": "critical", "http_server_error_rate": 0.5818, "auth_service_error_rate": 0.4489, "payment_service_memory_utilization": 0.7611}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0096}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0697}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0019}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0141}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.0098}}, "logs": {"checkout-service": ["Dual fault cascade \u2014 auth_err=0.45, pay_mem=0.76", "checkout error_rate: 0.58"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "rollback_deploy", "params": {"service": "auth-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "03407262-39ab-45b6-b40d-14c8a57baa9b", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_cache_corruption", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 6, "budget": 102.0, "alerts": ["[WARNING] cache showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0117}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0095}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0603}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.058}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0193}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0513}, "cache": {"status": "critical", "http_server_error_rate": 0.3837, "cache_miss_rate": 0.3837, "cache_corruption_layers": 1, "services_affected": 2}}, "logs": {"cache": ["Cache miss rate: 0.38", "Corruption layers: 1 \u2014 2 services receiving corrupt data", "Checksum failure: CRC mismatch on cached data"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "cache"}}, {"action": "inspect_cache_corruption_layers", "params": {"service": "cache"}}, {"action": "revert_config", "params": {"service": "cache"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "cache"} |
| {"example_id": "7480bde2-b4b4-40df-a917-3a1dfc999db9", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_rollout_stuck", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 1, "budget": 28.5, "alerts": ["[WARNING] checkout-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0048}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.35, "deployment_rollout_progress_pct": 0.4}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0285}}, "logs": {"checkout-service": ["Rollout stuck at 40%", "error_rate: 0.35 (503 cascade)"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "checkout-service"}}, {"action": "rollback_deployment_rollout", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "ab605187-3c92-4a63-908f-cc01a6d5764b", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_configmap_reload", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 2, "budget": 56.0, "alerts": ["[WARNING] notification-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.02}, "notification-service": {"status": "critical", "http_server_error_rate": 1.0, "configmap_update_age_seconds": 82}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0244}, "template-service": {"status": "healthy", "http_server_error_rate": 0.0191}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0652}}, "logs": {"notification-service": ["ConfigMap path: /templates/v1/ (expected v2/)", "Log entries: 2 in past tick", "Missing template: order_confirmation.html"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "restart_service", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "61507c08-7f08-4abf-8f84-70f195467229", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_cache_corruption", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 18, "budget": 66.0, "alerts": ["[WARNING] cache degraded", "[CRITICAL] cache error rate elevated"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0483}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0566}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0114}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0659}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0626}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0131}, "cache": {"status": "critical", "http_server_error_rate": 0.5402, "cache_miss_rate": 0.5402, "cache_corruption_layers": 1, "services_affected": 3}}, "logs": {"cache": ["Cache miss rate: 0.54", "Corruption layers: 1 \u2014 3 services receiving corrupt data", "Checksum failure: CRC mismatch on cached data"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "cache"}}, {"action": "inspect_cache_corruption_layers", "params": {"service": "cache"}}, {"action": "revert_config", "params": {"service": "cache"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "cache"} |
| {"example_id": "e10ac5e0-4dc6-487d-bb07-5fd51bceec8c", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 1, "budget": 28.5, "alerts": ["[WARNING] db-proxy showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0944}, "db-proxy": {"status": "critical", "http_server_error_rate": 0.493, "process_open_file_descriptors": 2}, "cache": {"status": "healthy", "http_server_error_rate": 0.0227}}, "logs": {"db-proxy": ["FD exhaustion: 3042 FDs used"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "7bd33e4a-91ba-4b4b-90ae-e4b8723c00a8", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_rollout_stuck", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] checkout-service degraded", "[CRITICAL] checkout-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0082}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.4755, "deployment_rollout_progress_pct": 0.7}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0047}}, "logs": {"checkout-service": ["Rollout stuck at 70%", "error_rate: 0.48 (503 cascade)"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "checkout-service"}}, {"action": "rollback_deployment_rollout", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "74dc6d36-64b8-48b4-a347-b02243b40a46", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_configmap_reload", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 12, "budget": 36.0, "alerts": ["[WARNING] notification-service degraded", "[CRITICAL] notification-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0183}, "notification-service": {"status": "critical", "http_server_error_rate": 1.0, "configmap_update_age_seconds": 160}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0598}, "template-service": {"status": "healthy", "http_server_error_rate": 0.0122}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.008}}, "logs": {"notification-service": ["ConfigMap path: /templates/v1/ (expected v2/)", "Log entries: 4 in past tick", "Missing template: order_confirmation.html"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "restart_service", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "c0f2a1e4-aedb-4ff4-850d-53ab33d0d722", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 10, "budget": 90.0, "alerts": ["[WARNING] search-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0299}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0662}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0635}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0236}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0127}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0043}, "cache": {"status": "healthy", "http_server_error_rate": 0.0109}, "search-service": {"status": "critical", "http_server_error_rate": 0.1934, "http_server_request_queue_depth": 672, "effective_rps_multiplier": 2.6, "metastable_feedback_loop_active": true}, "ranking-service": {"status": "degraded", "http_server_error_rate": 0.0669}}, "logs": {"search-service": ["Queue depth: 672. Processing stalled.", "Feedback loop active. Retry multiplier: 2.6x."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "search-service"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "search-service"} |
| {"example_id": "e0647959-a7ec-4b6e-8af2-c478fd9a1842", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_corrupted_external_dep", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 4, "budget": 52.0, "alerts": ["[WARNING] user-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0031}, "user-service": {"status": "critical", "http_server_error_rate": 0.4286, "user_service_instances_affected": 1}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0517}, "cache": {"status": "healthy", "http_server_error_rate": 0.0101}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0485}}, "logs": {"user-service": ["corrupted_dependency \u2014 1 instances affected", "Checksum validation failed \u2014 corrupted binary"]}}, "gold_action_sequence": [{"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "8eb71bb8-e73e-4d9a-9b6c-f316cbbe6efd", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_image_pull_backoff", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 3, "budget": 25.5, "alerts": ["[WARNING] recommendation-engine showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0284}, "recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.4474, "image_pull_backoff_seconds": 68, "restart_count": 1}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0077}}, "logs": {"recommendation-engine": ["image_pull_backoff_seconds: 68", "Image pull backoff: manifest unknown", "restart_count: 1"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "rollback_deploy", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "f310dfc0-f204-4a34-94c2-542eca589259", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 10, "budget": 15.0, "alerts": ["[WARNING] db-proxy degraded", "[CRITICAL] db-proxy error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0068}, "db-proxy": {"status": "critical", "http_server_error_rate": 0.6211, "process_open_file_descriptors": 3}, "cache": {"status": "healthy", "http_server_error_rate": 0.0002}}, "logs": {"db-proxy": ["FD exhaustion: 3911 FDs used"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "f9151b67-0f37-4c0f-aa42-5c1989c42150", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 3, "budget": 25.5, "alerts": ["[WARNING] user-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0401}, "user-service": {"status": "degraded", "http_server_error_rate": 0.1943, "http_server_request_duration_p99": 3.609}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0048}}, "logs": {"user-service": ["p99 latency: 3.6s"], "checkout-service": ["error_rate: 0.19 (timeout dependency)"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "77a14885-afc7-4a36-82be-cca761c98bdb", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_cache_corruption", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 10, "budget": 90.0, "alerts": ["[WARNING] cache showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0008}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0188}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0683}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0591}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.028}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0569}, "cache": {"status": "critical", "http_server_error_rate": 0.4225, "cache_miss_rate": 0.4225, "cache_corruption_layers": 1, "services_affected": 2}}, "logs": {"cache": ["Cache miss rate: 0.42", "Corruption layers: 1 \u2014 2 services receiving corrupt data", "Checksum failure: CRC mismatch on cached data"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "cache"}}, {"action": "inspect_cache_corruption_layers", "params": {"service": "cache"}}, {"action": "revert_config", "params": {"service": "cache"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "cache"} |
| {"example_id": "35c6c443-4f86-4fab-89d2-ee1821b8517d", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_configmap_reload", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 4, "budget": 52.0, "alerts": ["[WARNING] notification-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0178}, "notification-service": {"status": "critical", "http_server_error_rate": 1.0, "configmap_update_age_seconds": 84}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0049}, "template-service": {"status": "healthy", "http_server_error_rate": 0.0159}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0198}}, "logs": {"notification-service": ["ConfigMap path: /templates/v1/ (expected v2/)", "Log entries: 2 in past tick", "Missing template: order_confirmation.html"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "restart_service", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "29a54919-8820-4460-a65c-581c0618aaa0", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_cache_corruption", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 3, "budget": 111.0, "alerts": ["[WARNING] cache showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0269}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.056}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.011}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0197}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0556}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0257}, "cache": {"status": "critical", "http_server_error_rate": 0.3802, "cache_miss_rate": 0.3802, "cache_corruption_layers": 1, "services_affected": 2}}, "logs": {"cache": ["Cache miss rate: 0.38", "Corruption layers: 1 \u2014 2 services receiving corrupt data", "Checksum failure: CRC mismatch on cached data"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "cache"}}, {"action": "inspect_cache_corruption_layers", "params": {"service": "cache"}}, {"action": "revert_config", "params": {"service": "cache"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "cache"} |
| {"example_id": "1859b85e-3afe-4808-a4e6-7bbedb313607", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 12, "budget": 36.0, "alerts": ["[WARNING] notification-service degraded", "[CRITICAL] notification-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0257}, "notification-service": {"status": "critical", "http_server_error_rate": 0.3647, "effective_rps_multiplier": 3.0}, "notification-db": {"status": "healthy", "http_server_error_rate": 0.0036}, "user-service": {"status": "healthy", "http_server_error_rate": 0.003}, "metrics-exporter": {"status": "healthy", "http_server_error_rate": 0.0013}}, "logs": {"api-gateway": ["Retry storm: effective_rps_multiplier=3.0x", "Retries overwhelming downstream services"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "a6445dac-199f-45b4-a801-de92245b3c9b", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_rollout_stuck", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 3, "budget": 25.5, "alerts": ["[WARNING] checkout-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0116}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.3456, "deployment_rollout_progress_pct": 0.4}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0655}}, "logs": {"checkout-service": ["Rollout stuck at 40%", "error_rate: 0.35 (503 cascade)"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "checkout-service"}}, {"action": "rollback_deployment_rollout", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "3f2d655f-3453-4e53-9edd-74dfc8937387", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_dual_fault_shared_cascade", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 3, "budget": 111.0, "alerts": ["[WARNING] auth-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.005}, "auth-service": {"status": "critical", "http_server_error_rate": 0.5709, "auth_service_error_rate": 0.4373, "payment_service_memory_utilization": 0.761}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0461}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0154}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0611}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0289}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.0104}}, "logs": {"checkout-service": ["Dual fault cascade \u2014 auth_err=0.44, pay_mem=0.76", "checkout error_rate: 0.57"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "rollback_deploy", "params": {"service": "auth-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "43043b24-0e67-47ca-8e8d-d9222adeea89", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_config_race", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 7, "budget": 46.0, "alerts": ["[WARNING] api-gateway showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.2839, "wrong_config_replica_fraction": 0.0}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0266}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.091}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0055}, "cache-service": {"status": "degraded", "http_server_error_rate": 0.0859}}, "logs": {"api-gateway": ["Auth header version mismatch on 0/5 replicas", "aggregate error_rate: 0.28"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "api-gateway"} |
| {"example_id": "80be864f-4518-4684-9867-9375ac7f3794", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 2, "budget": 56.0, "alerts": ["[WARNING] notification-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0516}, "notification-service": {"status": "critical", "http_server_error_rate": 0.2387, "effective_rps_multiplier": 2.1}, "notification-db": {"status": "healthy", "http_server_error_rate": 0.0217}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0909}, "metrics-exporter": {"status": "healthy", "http_server_error_rate": 0.0191}}, "logs": {"api-gateway": ["Retry storm: effective_rps_multiplier=2.1x", "Retries overwhelming downstream services"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "70194d34-298f-4c18-a810-3f0acd68862b", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_config_race", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 2, "budget": 56.0, "alerts": ["[WARNING] api-gateway showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.2349, "wrong_config_replica_fraction": 0.0}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0684}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0719}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0189}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.019}}, "logs": {"api-gateway": ["Auth header version mismatch on 0/5 replicas", "aggregate error_rate: 0.23"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "api-gateway"} |
| {"example_id": "a0014782-a29f-4ee4-8c5d-5205e8a80665", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_dual_fault_shared_cascade", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 10, "budget": 90.0, "alerts": ["[WARNING] auth-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0552}, "auth-service": {"status": "critical", "http_server_error_rate": 0.5945, "auth_service_error_rate": 0.4627, "payment_service_memory_utilization": 0.76}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0109}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0036}, "user-service": {"status": "healthy", "http_server_error_rate": 0.007}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0211}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.0221}}, "logs": {"checkout-service": ["Dual fault cascade \u2014 auth_err=0.46, pay_mem=0.76", "checkout error_rate: 0.59"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "rollback_deploy", "params": {"service": "auth-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "c5d44e6b-0617-46bd-b53c-2e484d68f0df", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 18, "budget": 66.0, "alerts": ["[WARNING] search-service degraded", "[CRITICAL] search-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0125}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0101}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0624}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0669}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0487}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0583}, "cache": {"status": "healthy", "http_server_error_rate": 0.0217}, "search-service": {"status": "critical", "http_server_error_rate": 0.216, "http_server_request_queue_depth": 731, "effective_rps_multiplier": 3.3, "metastable_feedback_loop_active": true}, "ranking-service": {"status": "healthy", "http_server_error_rate": 0.003}}, "logs": {"search-service": ["Queue depth: 731. Processing stalled.", "Feedback loop active. Retry multiplier: 3.3x."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "search-service"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "search-service"} |
| {"example_id": "3be1a2a1-3d02-4aed-b319-c87fee70b2e7", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_hard_dual_fault_shared_cascade", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value,red_herring_salience,adversarial_content", "observation": {"tick": 18, "budget": 66.0, "alerts": ["[WARNING] auth-service degraded", "[CRITICAL] auth-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0067}, "auth-service": {"status": "critical", "http_server_error_rate": 0.6028, "auth_service_error_rate": 0.476, "payment_service_memory_utilization": 0.7395}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0118}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0039}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0053}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0127}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.0672}}, "logs": {"checkout-service": ["Dual fault cascade \u2014 auth_err=0.48, pay_mem=0.74", "checkout error_rate: 0.60"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "rollback_deploy", "params": {"service": "auth-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "770ae830-7c16-448d-99c2-28884b808666", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 1, "budget": 28.5, "alerts": ["[WARNING] user-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0154}, "user-service": {"status": "degraded", "http_server_error_rate": 0.1704, "http_server_request_duration_p99": 3.3087}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0148}}, "logs": {"user-service": ["p99 latency: 3.3s"], "checkout-service": ["error_rate: 0.17 (timeout dependency)"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "e1593fc5-dc28-4375-81ed-088934f17351", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_corrupted_external_dep", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 7, "budget": 46.0, "alerts": ["[WARNING] user-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0709}, "user-service": {"status": "critical", "http_server_error_rate": 0.526, "user_service_instances_affected": 1}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0175}, "cache": {"status": "degraded", "http_server_error_rate": 0.0509}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0054}}, "logs": {"user-service": ["corrupted_dependency \u2014 1 instances affected", "Checksum validation failed \u2014 corrupted binary"]}}, "gold_action_sequence": [{"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "ed83c95c-312e-4750-9481-44e6c9fabbd4", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_config_race", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 12, "budget": 36.0, "alerts": ["[WARNING] api-gateway degraded", "[CRITICAL] api-gateway error rate elevated"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.3205, "wrong_config_replica_fraction": 0.0}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0157}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0036}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0159}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.0118}}, "logs": {"api-gateway": ["Auth header version mismatch on 0/5 replicas", "aggregate error_rate: 0.32"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "api-gateway"} |
| {"example_id": "6211cd27-adc1-439e-af2c-faaa8f1bd3dd", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 7, "budget": 46.0, "alerts": ["[WARNING] notification-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0029}, "notification-service": {"status": "critical", "http_server_error_rate": 0.2962, "effective_rps_multiplier": 2.5}, "notification-db": {"status": "degraded", "http_server_error_rate": 0.0467}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0178}, "metrics-exporter": {"status": "healthy", "http_server_error_rate": 0.0295}}, "logs": {"api-gateway": ["Retry storm: effective_rps_multiplier=2.5x", "Retries overwhelming downstream services"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "3ed75a17-f4c4-40eb-b5c0-b9ccb9641655", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 3, "budget": 25.5, "alerts": ["[WARNING] db-proxy showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.011}, "db-proxy": {"status": "critical", "http_server_error_rate": 0.5278, "process_open_file_descriptors": 2}, "cache": {"status": "healthy", "http_server_error_rate": 0.0007}}, "logs": {"db-proxy": ["FD exhaustion: 3274 FDs used"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "3ba9e9cb-e051-49ae-8505-3559f818fd05", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_image_pull_backoff", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 1, "budget": 28.5, "alerts": ["[WARNING] recommendation-engine showing elevated errors"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0276}, "recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.4247, "image_pull_backoff_seconds": 43, "restart_count": 1}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0245}}, "logs": {"recommendation-engine": ["image_pull_backoff_seconds: 43", "Image pull backoff: manifest unknown", "restart_count: 1"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "rollback_deploy", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "c6435937-6b08-43fe-9d23-b456978d4e5a", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 3, "budget": 25.5, "alerts": ["[WARNING] auth-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0568}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.3565, "process_open_file_descriptors": 2, "restart_count": 1}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0021}}, "logs": {"auth-service": ["HikariPool-1 - Connection pool exhausted. Total=2, Idle=0, Waiting=50", "restart_count: 1"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "revert_config", "params": {"service": "auth-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "253c3967-4499-4d51-bd10-8986cf6007c7", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 10, "budget": 15.0, "alerts": ["[WARNING] auth-service degraded", "[CRITICAL] auth-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0231}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.4454, "process_open_file_descriptors": 3, "restart_count": 2}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0008}}, "logs": {"auth-service": ["HikariPool-1 - Connection pool exhausted. Total=2, Idle=0, Waiting=50", "restart_count: 2"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "revert_config", "params": {"service": "auth-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "40caa68b-66ba-4877-9717-096b0d3c92e4", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_rollout_stuck", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 10, "budget": 15.0, "alerts": ["[WARNING] checkout-service degraded", "[CRITICAL] checkout-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0853}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.5649, "deployment_rollout_progress_pct": 0.6}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0467}}, "logs": {"checkout-service": ["Rollout stuck at 60%", "error_rate: 0.56 (503 cascade)"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "checkout-service"}}, {"action": "rollback_deployment_rollout", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "89204b08-fae9-4cc0-b52b-bcdfae724370", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 10, "budget": 15.0, "alerts": ["[WARNING] user-service degraded", "[CRITICAL] user-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0681}, "user-service": {"status": "degraded", "http_server_error_rate": 0.3534, "http_server_request_duration_p99": 6.0591}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0039}}, "logs": {"user-service": ["p99 latency: 6.1s"], "checkout-service": ["error_rate: 0.35 (timeout dependency)"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "357e1174-6114-4f3a-91c6-3cf45f2b50c3", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_config_race", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 2, "budget": 56.0, "alerts": ["[WARNING] api-gateway showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.2074, "wrong_config_replica_fraction": 0.0}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0252}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.078}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0487}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.0266}}, "logs": {"api-gateway": ["Auth header version mismatch on 0/5 replicas", "aggregate error_rate: 0.21"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "api-gateway"} |
| {"example_id": "e448b041-fff1-4b3d-a5b2-bf9010044757", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_medium_configmap_reload", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "fault_stage,metric_value,red_herring_salience", "observation": {"tick": 7, "budget": 46.0, "alerts": ["[WARNING] notification-service showing elevated errors"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.059}, "notification-service": {"status": "critical", "http_server_error_rate": 1.0, "configmap_update_age_seconds": 125}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0153}, "template-service": {"status": "healthy", "http_server_error_rate": 0.0046}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0022}}, "logs": {"notification-service": ["ConfigMap path: /templates/v1/ (expected v2/)", "Log entries: 3 in past tick", "Missing template: order_confirmation.html"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "restart_service", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "5846e071-f690-4eb9-8efe-a6609bd84b24", "source_script": "gen_07_mixed_fault_stage.py", "task_seed_id": "task_easy_image_pull_backoff", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "fault_stage,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] recommendation-engine degraded", "[CRITICAL] recommendation-engine error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0101}, "recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.4935, "image_pull_backoff_seconds": 105, "restart_count": 2}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0822}}, "logs": {"recommendation-engine": ["image_pull_backoff_seconds: 105", "Image pull backoff: manifest unknown", "restart_count: 2"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "rollback_deploy", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
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