| {"example_id": "74dc8bc1-e56a-4912-8bfe-8c488f04bbc7", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_log_storm_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] notification-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.6526905658046164, "process_disk_usage_ratio": 0.98, "logs": {"notification-service": ["INFO logging: disk 0.98"]}}}, "logs": {"notification-service": ["INFO logging: disk 0.98"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "set_log_level", "params": {"service": "notification-service, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "0ccd6973-cf34-451e-85cb-11dd2185272d", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_cache_eviction_storm", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] cache-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"cache-service": {"status": "degraded", "http_server_error_rate": 0.30929602938890494, "cache_memory_utilization": 0.98, "cache_evictions_per_second": 280, "logs": {"cache-service": ["Cache maxmemory \u2014 eviction storm"]}}}, "logs": {"cache-service": ["Cache maxmemory \u2014 eviction storm"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-db"}}, {"action": "get_metrics_detail", "params": {"service": "cache-service"}}, {"action": "fetch_logs", "params": {"service": "cache-service"}}, {"action": "increase_cache_memory", "params": {"service": "cache-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "cache-service"} |
| {"example_id": "4aeacfb6-6b8d-4c0b-8254-8aa67f05c021", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_rollout_quota_exhaustion", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] api-gateway SLO burn 4.5\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.7165715349969899, "last_deployment_age_seconds": 420, "http_client_retry_count": 10, "logs": {"api-gateway": ["Rollout quota bug \u2014 retry count 10"]}}}, "logs": {"api-gateway": ["Rollout quota bug \u2014 retry count 10"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "rollback_deploy", "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": "e6d687e7-1d68-418c-9e33-ccf0a46e3469", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] db-proxy SLO burn 4.5\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.7726892120683009, "system_clock_offset_seconds": 38, "auth_thread_pool_depth": 350, "logs": {"db-proxy": ["Clock offset 38s \u2014 root cause"]}}}, "logs": {"db-proxy": ["Clock offset 38s \u2014 root cause"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"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": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "52e491ff-1481-479a-a2a4-c91b7bf9e5af", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] db-proxy SLO burn 5.8\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.6762510178972633, "system_clock_offset_seconds": 42, "auth_thread_pool_depth": 200, "logs": {"db-proxy": ["Clock offset 42s \u2014 root cause"]}}}, "logs": {"db-proxy": ["Clock offset 42s \u2014 root cause"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"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": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "05b4511b-6bea-4096-b0ef-343a6eeefe24", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_multiteam_dual_fault", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] auth-service SLO burn 6.0\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.337, "process_memory_utilization": 0.8183, "memory_trend": [0.6969, 0.7542, 0.8183], "auth_error_rate": 0.55, "logs": {"checkout-service": ["Multi-team dual fault"]}}}, "logs": {"checkout-service": ["Multi-team dual fault"]}}, "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": "9ceb0878-2fba-4c37-93e6-4e2ad198acf1", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] db-proxy SLO burn 2.2\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.7244720374848799, "system_clock_offset_seconds": 45, "auth_thread_pool_depth": 520, "logs": {"db-proxy": ["Clock offset 45s \u2014 root cause"]}}}, "logs": {"db-proxy": ["Clock offset 45s \u2014 root cause"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"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": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "deeaea9a-16cb-4f9d-8290-fb10bce1e571", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] db-proxy SLO burn 4.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.3499053389694995, "db_connection_pool_size": 5, "process_open_file_descriptors": 3200, "cache_memory_utilization": 0.78, "logs": {"db-proxy": ["Pool size 5 \u2014 real fault (6 noise alerts)"]}}}, "logs": {"db-proxy": ["Pool size 5 \u2014 real fault (6 noise alerts)"]}}, "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": "3091a7bd-b404-4a69-ab30-50a09548e681", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_cache_eviction_storm", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] cache-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"cache-service": {"status": "degraded", "http_server_error_rate": 0.19381035618419462, "cache_memory_utilization": 0.99, "cache_evictions_per_second": 450, "logs": {"cache-service": ["Cache maxmemory \u2014 eviction storm"]}}}, "logs": {"cache-service": ["Cache maxmemory \u2014 eviction storm"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-db"}}, {"action": "get_metrics_detail", "params": {"service": "cache-service"}}, {"action": "fetch_logs", "params": {"service": "cache-service"}}, {"action": "increase_cache_memory", "params": {"service": "cache-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "cache-service"} |
| {"example_id": "0a239873-77be-42af-b7dc-08e8e8e3a91d", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] payment-processor SLO burn 4.0\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.72, "startup_duration_s": 4.472914937837998, "liveness_probe_timeout_s": 3.19, "logs": {"payment-processor": ["Probe timeout < startup \u2014 interacting config values"]}}}, "logs": {"payment-processor": ["Probe timeout < startup \u2014 interacting config values"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-processor"} |
| {"example_id": "c0972287-d07a-4b94-848e-ecac116e1b67", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] notification-service SLO burn 2.2\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.8234780435342115, "http_client_retry_count": 8, "effective_rps_multiplier": 6.8, "logs": {"api-gateway": ["Retry storm: 8 retries"]}}}, "logs": {"api-gateway": ["Retry storm: 8 retries"]}}, "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": "6672c6b6-10df-4327-8967-e876bb7637fd", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] notification-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.5376411933333898, "last_deployment_age_seconds": 300, "runtime_thread_pool_queue_depth": 1100, "logs": {"notification-service": ["notification-service v2.1.4 deployed 300s ago"]}}}, "logs": {"notification-service": ["notification-service v2.1.4 deployed 300s ago"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "ebf486fe-7a64-4dcd-ae15-6eaaaa0eccd1", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] payment-processor SLO burn 4.0\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.88, "startup_duration_s": 4.546329314910094, "liveness_probe_timeout_s": 3.44, "logs": {"payment-processor": ["Probe timeout < startup \u2014 interacting config values"]}}}, "logs": {"payment-processor": ["Probe timeout < startup \u2014 interacting config values"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-processor"} |
| {"example_id": "660dcb7f-ac68-4019-a8a3-eb1dc9d8910c", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] auth-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.66, "process_open_file_descriptors": 4, "logs": {"auth-service": ["HikariCP: pool_size=4 (recommended: 20)"]}}}, "logs": {"auth-service": ["HikariCP: pool_size=4 (recommended: 20)"]}}, "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": "7fad3c26-4e06-432b-a923-5ad51911d11e", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_cache_eviction_storm", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] cache-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"cache-service": {"status": "degraded", "http_server_error_rate": 0.3319416966827372, "cache_memory_utilization": 0.99, "cache_evictions_per_second": 180, "logs": {"cache-service": ["Cache maxmemory \u2014 eviction storm"]}}}, "logs": {"cache-service": ["Cache maxmemory \u2014 eviction storm"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-db"}}, {"action": "get_metrics_detail", "params": {"service": "cache-service"}}, {"action": "fetch_logs", "params": {"service": "cache-service"}}, {"action": "increase_cache_memory", "params": {"service": "cache-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "cache-service"} |
| {"example_id": "fb66ac38-d425-4cd6-9a82-3b4f78c880b3", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] notification-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.5140323730136902, "last_deployment_age_seconds": 60, "runtime_thread_pool_queue_depth": 420, "logs": {"notification-service": ["notification-service v2.1.4 deployed 60s ago"]}}}, "logs": {"notification-service": ["notification-service v2.1.4 deployed 60s ago"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "da6ee881-9a60-41b8-b2e5-7e1704620c15", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_cache_eviction_storm", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] cache-service SLO burn 5.8\u00d7/hr"], "service_metrics": {"cache-service": {"status": "degraded", "http_server_error_rate": 0.37919408533891075, "cache_memory_utilization": 0.95, "cache_evictions_per_second": 280, "logs": {"cache-service": ["Cache maxmemory \u2014 eviction storm"]}}}, "logs": {"cache-service": ["Cache maxmemory \u2014 eviction storm"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-db"}}, {"action": "get_metrics_detail", "params": {"service": "cache-service"}}, {"action": "fetch_logs", "params": {"service": "cache-service"}}, {"action": "increase_cache_memory", "params": {"service": "cache-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "cache-service"} |
| {"example_id": "786664d8-c0ba-44c1-949e-e517f6207498", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] auth-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.52, "process_open_file_descriptors": 3, "logs": {"auth-service": ["HikariCP: pool_size=5 (recommended: 20)"]}}}, "logs": {"auth-service": ["HikariCP: pool_size=5 (recommended: 20)"]}}, "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": "414b269e-3a48-461a-af8a-51e35081c990", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_dual_fault_shared_cascade", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] auth-service SLO burn 8.0\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.385, "process_memory_utilization": 0.837, "memory_trend": [0.7087, 0.7228, 0.837], "auth_error_rate": 0.55, "logs": {"checkout-service": ["Dual fault: auth bad_deploy + payment memory_leak"]}}}, "logs": {"checkout-service": ["Dual fault: auth bad_deploy + payment memory_leak"]}}, "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": "81e2d3e6-28c2-4040-b428-9fdac870244e", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_multiteam_dual_fault", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] auth-service SLO burn 10.0\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.4036, "process_memory_utilization": 0.8176, "memory_trend": [0.7126, 0.748, 0.8176], "auth_error_rate": 0.65, "logs": {"checkout-service": ["Multi-team dual fault"]}}}, "logs": {"checkout-service": ["Multi-team dual fault"]}}, "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": "fd56a428-a776-4c10-8ad2-bec78e4a2aeb", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] notification-service SLO burn 7.0\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.8526600104380191, "http_client_retry_count": 7, "effective_rps_multiplier": 5.95, "logs": {"api-gateway": ["Retry storm: 7 retries"]}}}, "logs": {"api-gateway": ["Retry storm: 7 retries"]}}, "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": "7e93c003-2c3d-4b8e-b996-8a8e59145084", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] notification-service SLO burn 5.8\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.6353571526312162, "http_client_retry_count": 6, "effective_rps_multiplier": 5.1, "logs": {"api-gateway": ["Retry storm: 6 retries"]}}}, "logs": {"api-gateway": ["Retry storm: 6 retries"]}}, "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": "effa6a08-9bf8-4492-af7e-e64e967f1cb0", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] db-proxy SLO burn 4.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.18527938723118462, "db_connection_pool_size": 3, "process_open_file_descriptors": 4987, "cache_memory_utilization": 0.72, "logs": {"db-proxy": ["Pool size 3 \u2014 real fault (6 noise alerts)"]}}}, "logs": {"db-proxy": ["Pool size 3 \u2014 real fault (6 noise alerts)"]}}, "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": "118468b0-213f-4145-9b49-f1fcb826229c", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] notification-service SLO burn 4.0\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.4979472168864349, "last_deployment_age_seconds": 90, "runtime_thread_pool_queue_depth": 1100, "logs": {"notification-service": ["notification-service v2.1.4 deployed 90s ago"]}}}, "logs": {"notification-service": ["notification-service v2.1.4 deployed 90s ago"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "66c89aa4-31a8-4052-b6cf-80500782e74f", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_rollout_quota_exhaustion", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] api-gateway SLO burn 2.2\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.6819640750027685, "last_deployment_age_seconds": 660, "http_client_retry_count": 10, "logs": {"api-gateway": ["Rollout quota bug \u2014 retry count 10"]}}}, "logs": {"api-gateway": ["Rollout quota bug \u2014 retry count 10"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "rollback_deploy", "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": "2b94a97a-eefc-4fe6-89e7-82d703db9742", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] auth-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.58, "process_open_file_descriptors": 6, "logs": {"auth-service": ["HikariCP: pool_size=6 (recommended: 20)"]}}}, "logs": {"auth-service": ["HikariCP: pool_size=6 (recommended: 20)"]}}, "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": "e9010386-c955-4ee6-909d-f846a8637e25", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] db-proxy SLO burn 3.2\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.243859381671544, "db_connection_pool_size": 3, "process_open_file_descriptors": 3200, "cache_memory_utilization": 0.82, "logs": {"db-proxy": ["Pool size 3 \u2014 real fault (6 noise alerts)"]}}}, "logs": {"db-proxy": ["Pool size 3 \u2014 real fault (6 noise alerts)"]}}, "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": "4e8c6857-a90f-4b56-a379-b20f79fc5def", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] db-proxy SLO burn 4.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.31227726544869605, "db_connection_pool_size": 4, "process_open_file_descriptors": 3800, "cache_memory_utilization": 0.82, "logs": {"db-proxy": ["Pool size 4 \u2014 real fault (6 noise alerts)"]}}}, "logs": {"db-proxy": ["Pool size 4 \u2014 real fault (6 noise alerts)"]}}, "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": "32fa883d-a9d9-4ddb-bd5b-449c6b50a198", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] db-proxy SLO burn 3.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.5482409522712565, "system_clock_offset_seconds": 58, "auth_thread_pool_depth": 350, "logs": {"db-proxy": ["Clock offset 58s \u2014 root cause"]}}}, "logs": {"db-proxy": ["Clock offset 58s \u2014 root cause"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"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": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "9d03fa4e-9da9-4d10-94a0-3cc86e53f730", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_rollout_quota_exhaustion", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] api-gateway SLO burn 2.2\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.7718797905524746, "last_deployment_age_seconds": 540, "http_client_retry_count": 10, "logs": {"api-gateway": ["Rollout quota bug \u2014 retry count 10"]}}}, "logs": {"api-gateway": ["Rollout quota bug \u2014 retry count 10"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "rollback_deploy", "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": "ff13f6c1-e52f-42b0-b44a-2609ca44076c", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_log_storm_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] notification-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.7228066520093519, "process_disk_usage_ratio": 0.96, "logs": {"notification-service": ["INFO logging: disk 0.96"]}}}, "logs": {"notification-service": ["INFO logging: disk 0.96"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "set_log_level", "params": {"service": "notification-service, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "285ae021-9ce0-4728-bca6-0c9b86531aa3", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] search-service SLO burn 8.0\u00d7/hr"], "service_metrics": {"search-service": {"status": "degraded", "http_server_error_rate": 0.20566514846492467, "http_server_request_queue_depth": 836, "metastable_feedback_loop_active": true, "logs": {"search-service": ["Queue depth 836 \u2014 feedback loop active"]}}}, "logs": {"search-service": ["Queue depth 836 \u2014 feedback loop active"]}}, "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": "0320d92b-8522-4fd3-9ad5-b41ad3e04336", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_dual_fault_shared_cascade", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] auth-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.4788, "process_memory_utilization": 0.8132, "memory_trend": [0.6697, 0.7631, 0.8132], "auth_error_rate": 0.38, "logs": {"checkout-service": ["Dual fault: auth bad_deploy + payment memory_leak"]}}}, "logs": {"checkout-service": ["Dual fault: auth bad_deploy + payment memory_leak"]}}, "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": "9f6869a2-4485-4d25-9c5f-acd8476d783c", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_dual_fault_shared_cascade", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] auth-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.305, "process_memory_utilization": 0.8437, "memory_trend": [0.6893, 0.7973, 0.8437], "auth_error_rate": 0.55, "logs": {"checkout-service": ["Dual fault: auth bad_deploy + payment memory_leak"]}}}, "logs": {"checkout-service": ["Dual fault: auth bad_deploy + payment memory_leak"]}}, "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": "e7a58384-0a8b-462d-aa47-782a7573ab4a", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_multiteam_dual_fault", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] auth-service SLO burn 10.0\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.4619, "process_memory_utilization": 0.8273, "memory_trend": [0.6501, 0.799, 0.8273], "auth_error_rate": 0.5, "logs": {"checkout-service": ["Multi-team dual fault"]}}}, "logs": {"checkout-service": ["Multi-team dual fault"]}}, "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": "7c9035e1-1bab-40ed-9807-50c11ce79c73", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] search-service SLO burn 8.0\u00d7/hr"], "service_metrics": {"search-service": {"status": "degraded", "http_server_error_rate": 0.2383741563378292, "http_server_request_queue_depth": 839, "metastable_feedback_loop_active": true, "logs": {"search-service": ["Queue depth 839 \u2014 feedback loop active"]}}}, "logs": {"search-service": ["Queue depth 839 \u2014 feedback loop active"]}}, "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": "83ec0ba0-b8e4-4e26-b574-05ba201cfb85", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] auth-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.61, "process_open_file_descriptors": 6, "logs": {"auth-service": ["HikariCP: pool_size=4 (recommended: 20)"]}}}, "logs": {"auth-service": ["HikariCP: pool_size=4 (recommended: 20)"]}}, "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": "a53f569b-b628-4ed2-99dc-a2db7cb12825", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_log_storm_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] notification-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.8392257988990345, "process_disk_usage_ratio": 0.97, "logs": {"notification-service": ["INFO logging: disk 0.97"]}}}, "logs": {"notification-service": ["INFO logging: disk 0.97"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "set_log_level", "params": {"service": "notification-service, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "68c2a277-7535-46d3-940b-c14656f4b67e", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_multiteam_dual_fault", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] auth-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.3147, "process_memory_utilization": 0.8114, "memory_trend": [0.7111, 0.7854, 0.8114], "auth_error_rate": 0.6, "logs": {"checkout-service": ["Multi-team dual fault"]}}}, "logs": {"checkout-service": ["Multi-team dual fault"]}}, "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": "4751618b-e5c7-4697-be97-277c8d25b165", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] payment-processor SLO burn 2.5\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.72, "startup_duration_s": 5.286528981937969, "liveness_probe_timeout_s": 3.48, "logs": {"payment-processor": ["Probe timeout < startup \u2014 interacting config values"]}}}, "logs": {"payment-processor": ["Probe timeout < startup \u2014 interacting config values"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-processor"} |
| {"example_id": "239d4b20-76ea-4e7f-bade-bf7af022e32a", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] search-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"search-service": {"status": "degraded", "http_server_error_rate": 0.24046254143895435, "http_server_request_queue_depth": 738, "metastable_feedback_loop_active": true, "logs": {"search-service": ["Queue depth 738 \u2014 feedback loop active"]}}}, "logs": {"search-service": ["Queue depth 738 \u2014 feedback loop active"]}}, "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": "be6b673c-f691-43d5-a181-6bc2937819d9", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_log_storm_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] notification-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.8319041367542079, "process_disk_usage_ratio": 0.98, "logs": {"notification-service": ["INFO logging: disk 0.98"]}}}, "logs": {"notification-service": ["INFO logging: disk 0.98"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "set_log_level", "params": {"service": "notification-service, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "1d01daaa-1c15-4699-bbc6-af5c6dc6ec35", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] notification-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.6758810592847365, "last_deployment_age_seconds": 180, "runtime_thread_pool_queue_depth": 420, "logs": {"notification-service": ["notification-service v2.1.4 deployed 180s ago"]}}}, "logs": {"notification-service": ["notification-service v2.1.4 deployed 180s ago"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "1b63e085-09d0-4f7c-bc07-286f5446f1b7", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] search-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"search-service": {"status": "degraded", "http_server_error_rate": 0.25486831708403607, "http_server_request_queue_depth": 688, "metastable_feedback_loop_active": true, "logs": {"search-service": ["Queue depth 688 \u2014 feedback loop active"]}}}, "logs": {"search-service": ["Queue depth 688 \u2014 feedback loop active"]}}, "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": "60671acf-2ea3-4957-8cf2-ea03f304e0d6", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] db-proxy SLO burn 4.5\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.5619278740958077, "system_clock_offset_seconds": 68, "auth_thread_pool_depth": 740, "logs": {"db-proxy": ["Clock offset 68s \u2014 root cause"]}}}, "logs": {"db-proxy": ["Clock offset 68s \u2014 root cause"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"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": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "9ef36e77-d0ee-4fe1-a8f0-aede0792cf44", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] notification-service SLO burn 2.2\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.8827383326213878, "http_client_retry_count": 5, "effective_rps_multiplier": 4.25, "logs": {"api-gateway": ["Retry storm: 5 retries"]}}}, "logs": {"api-gateway": ["Retry storm: 5 retries"]}}, "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": "50c77f6c-4d50-48b8-949d-610e86a7de7d", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_hard_dual_fault_shared_cascade", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] auth-service SLO burn 10.0\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.4782, "process_memory_utilization": 0.8504, "memory_trend": [0.6552, 0.7875, 0.8504], "auth_error_rate": 0.65, "logs": {"checkout-service": ["Dual fault: auth bad_deploy + payment memory_leak"]}}}, "logs": {"checkout-service": ["Dual fault: auth bad_deploy + payment memory_leak"]}}, "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": "dda41eb3-498f-4476-861d-57ac79c8fb37", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_rollout_quota_exhaustion", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] api-gateway SLO burn 7.0\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.8277099757196256, "last_deployment_age_seconds": 720, "http_client_retry_count": 10, "logs": {"api-gateway": ["Rollout quota bug \u2014 retry count 10"]}}}, "logs": {"api-gateway": ["Rollout quota bug \u2014 retry count 10"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "rollback_deploy", "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": "2febf705-ceae-49d0-ac17-a6f812a83ae4", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] payment-processor SLO burn 5.1\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.8, "startup_duration_s": 5.758014772020288, "liveness_probe_timeout_s": 3.63, "logs": {"payment-processor": ["Probe timeout < startup \u2014 interacting config values"]}}}, "logs": {"payment-processor": ["Probe timeout < startup \u2014 interacting config values"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-processor"} |
| {"example_id": "d66be99c-2a08-41aa-bcc9-e9bdcd3dd661", "source_script": "gen_22_mixed_dual_fault.py", "task_seed_id": "task_medium_rollout_quota_exhaustion", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,suboptimal_path,noise_injection", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] api-gateway SLO burn 5.8\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.8375232271935742, "last_deployment_age_seconds": 540, "http_client_retry_count": 10, "logs": {"api-gateway": ["Rollout quota bug \u2014 retry count 10"]}}}, "logs": {"api-gateway": ["Rollout quota bug \u2014 retry count 10"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "rollback_deploy", "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"} |
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