reviewed/batch_001.jsonl

{"example_id": "4f3f8c30-51cc-462b-ae1b-63c6ede5e086", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_canary_false_alert", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[ALERT] Canary error rate elevated \u2014 checkout-service canary failing"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0126}, "checkout-service": {"status": "critical", "http_server_error_rate": 0.5192, "last_deployment_age_seconds": 280}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.0158}, "inventory-service": {"status": "degraded", "http_server_error_rate": 0.0574}, "fraud-detection-service": {"status": "healthy", "http_server_error_rate": 0.0207}}, "logs": {"api-gateway": ["[HEALTHY] cache: routine check complete. status=ok"], "checkout-service": ["Canary deployment v3.0.0-rc1: traffic weight=0.08, error rate elevated", "[HEALTHY] cache: routine check complete. status=ok"], "payment-processor": [], "inventory-service": [], "fraud-detection-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "checkout-service"}}, {"action": "rollback_canary", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "checkout-service"}
{"example_id": "c9cf323c-60d5-4ade-9bb4-2fae7c1faa81", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] db-proxy file descriptors critical: total=7 alerts firing"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0046}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.32, "process_open_file_descriptors": 4987}, "cache": {"status": "healthy", "http_server_error_rate": 0.0224}}, "logs": {"api-gateway": [], "db-proxy": ["HikariPool-1 - Connection pool exhausted. Total=5, Idle=0, Waiting=50"], "cache": []}}, "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": "c8adabe5-069c-41e1-84d9-91a5c38ba6cc", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_crashloop_backoff", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[CRITICAL] payment-service CrashLoopBackOff \u2014 missing PAYMENT_API_KEY"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0957}, "payment-service": {"status": "critical", "http_server_error_rate": 0.8537, "runtime_crashloop_backoff_seconds": 80, "restart_count": 8}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0016}}, "logs": {"api-gateway": [], "payment-service": ["CrashLoopBackOff: pod crashed. Missing env var: PAYMENT_API_KEY", "Backoff duration: 80s before next restart"], "checkout-service": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "inject_missing_env_var", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service"}
{"example_id": "8eddbf95-17f2-493b-bd9f-a63198d7b3c5", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] Consensus degradation \u2014 config-service cluster split detected"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.029}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.045}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0261}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0168}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0178}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0143}, "cache": {"status": "healthy", "http_server_error_rate": 0.0142}, "config-service": {"status": "degraded", "http_server_error_rate": 0.2783, "consensus_leader_election_count": 4, "config_data_age_seconds": 540}, "fraud-detection-service": {"status": "degraded", "http_server_error_rate": 0.0857}, "analytics-service": {"status": "degraded", "http_server_error_rate": 0.0939}}, "logs": {"api-gateway": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "auth-service": ["[HEALTHY] cache: routine check complete. status=ok"], "payment-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "checkout-service": [], "user-service": [], "db-proxy": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "cache": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "config-service": ["Consensus cluster split: 3+2 nodes. Leader election failed.", "[HEALTHY] metrics-exporter: routine check complete. status=ok"], "fraud-detection-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "analytics-service": []}}, "gold_action_sequence": [{"action": "inspect_consensus_state", "params": {"service": "config-service"}}, {"action": "isolate_minority_nodes", "params": {"service": "config-service"}}, {"action": "force_leader_election", "params": {"service": "config-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "config-service"}
{"example_id": "34a95c17-c5d9-46a6-96eb-9470de6b28a3", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_crashloop_backoff", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[CRITICAL] payment-service CrashLoopBackOff \u2014 missing PAYMENT_API_KEY"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0044}, "payment-service": {"status": "critical", "http_server_error_rate": 0.6482, "runtime_crashloop_backoff_seconds": 160, "restart_count": 6}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0009}}, "logs": {"api-gateway": [], "payment-service": ["CrashLoopBackOff: pod crashed. Missing env var: PAYMENT_API_KEY", "Backoff duration: 40s before next restart"], "checkout-service": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "inject_missing_env_var", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service"}
{"example_id": "fd927375-67c9-48a6-b74e-47af76d42a4c", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] Request timeout propagating from order-service to inventory-service"], "service_metrics": {"order-service": {"status": "healthy", "http_server_error_rate": 0.0139}, "inventory-service": {"status": "critical", "http_server_error_rate": 0.7838, "process_open_file_descriptors": 2}, "inventory-db": {"status": "healthy", "http_server_error_rate": 0.0025}}, "logs": {"order-service": [], "inventory-service": ["Request timeout after 2000ms. Order-service downstream call failed."], "inventory-db": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "inventory-service"}
{"example_id": "354f8a9d-787e-4d00-bf84-6f8a05d0d591", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_adversarial_triple", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[CRITICAL] Multiple adversarial alerts detected \u2014 12 total alerts"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0257}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0478}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0052}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0492}, "payment-service": {"status": "critical", "http_server_error_rate": 0.3696, "process_memory_utilization": 0.78, "runtime_gc_pause_duration": 0.52}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0572}, "cache": {"status": "healthy", "http_server_error_rate": 0.0178}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.0545}}, "logs": {"api-gateway": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "auth-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "checkout-service": ["[HEALTHY] cache: routine check complete. status=ok"], "db-proxy": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "payment-service": ["Memory utilization critical: 0.78. GC pause: 0.32s"], "user-service": [], "cache": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "notification-service": ["[HEALTHY] cache: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-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": "payment-service"}
{"example_id": "40383522-4a2b-4746-b2b8-5b0dcb6f2a27", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] Request timeout propagating from order-service to inventory-service"], "service_metrics": {"order-service": {"status": "healthy", "http_server_error_rate": 0.0215}, "inventory-service": {"status": "degraded", "http_server_error_rate": 0.231, "process_open_file_descriptors": 3}, "inventory-db": {"status": "healthy", "http_server_error_rate": 0.0196}}, "logs": {"order-service": [], "inventory-service": ["Request timeout after 5000ms. Order-service downstream call failed."], "inventory-db": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "inventory-service"}
{"example_id": "8ecfd09c-5320-4624-883f-9aca2c3aede7", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_config_race", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] api-gateway config race: partial propagation detected"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.3544}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0023}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0186}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0246}, "cache-service": {"status": "degraded", "http_server_error_rate": 0.0696}}, "logs": {"api-gateway": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "auth-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "payment-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "user-service": [], "cache-service": []}}, "gold_action_sequence": [{"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": "a5e2b906-0e3c-46e9-a75f-2031aa3b9363", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] db-proxy file descriptors critical: total=7 alerts firing"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0297}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.4, "process_open_file_descriptors": 5000}, "cache": {"status": "degraded", "http_server_error_rate": 0.0514}}, "logs": {"api-gateway": [], "db-proxy": ["HikariPool-1 - Connection pool exhausted. Total=4, Idle=0, Waiting=50"], "cache": []}}, "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": "2e7cdc8d-4765-459c-a429-9d7e10b6f768", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] Request timeout propagating from order-service to inventory-service"], "service_metrics": {"order-service": {"status": "healthy", "http_server_error_rate": 0.0034}, "inventory-service": {"status": "degraded", "http_server_error_rate": 0.3676, "process_open_file_descriptors": 6}, "inventory-db": {"status": "degraded", "http_server_error_rate": 0.0895}}, "logs": {"order-service": [], "inventory-service": ["Request timeout after 5000ms. Order-service downstream call failed."], "inventory-db": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "inventory-service"}
{"example_id": "8e54709a-ddc1-4612-a902-01822117678b", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_hpa_cold_start", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[CRITICAL] recommendation-engine: 0 ready replicas \u2014 cold start failure"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0976}, "recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.3014, "last_deployment_age_seconds": 364}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.0242}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.0009}, "analytics-service": {"status": "degraded", "http_server_error_rate": 0.0605}}, "logs": {"api-gateway": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "recommendation-engine": ["HPA cold start: 0 ready replicas. Pod startup duration exceeded."], "product-catalog": [], "cache-service": ["[HEALTHY] cache: routine check complete. status=ok"], "analytics-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "pre_warm_service", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"}
{"example_id": "5da06787-5e50-4338-9690-0ca79f780c6d", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_hpa_cold_start", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[CRITICAL] recommendation-engine: 0 ready replicas \u2014 cold start failure"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0163}, "recommendation-engine": {"status": "critical", "http_server_error_rate": 0.5742, "last_deployment_age_seconds": 330}, "product-catalog": {"status": "degraded", "http_server_error_rate": 0.0613}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.0263}, "analytics-service": {"status": "degraded", "http_server_error_rate": 0.0816}}, "logs": {"api-gateway": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "recommendation-engine": ["HPA cold start: 0 ready replicas. Pod startup duration exceeded.", "[HEALTHY] db-proxy: routine check complete. status=ok"], "product-catalog": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "cache-service": [], "analytics-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "pre_warm_service", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"}
{"example_id": "6c773087-af96-435f-a3aa-6dc14f8e67b9", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] db-proxy file descriptors critical: total=6 alerts firing"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0829}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.35, "process_open_file_descriptors": 4200}, "cache": {"status": "degraded", "http_server_error_rate": 0.0822}}, "logs": {"api-gateway": [], "db-proxy": ["HikariPool-1 - Connection pool exhausted. Total=6, Idle=0, Waiting=50"], "cache": []}}, "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": "f390eb4c-cabd-4a18-96ea-2481d9dd3c39", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_circuit_breaker_masking", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[CRITICAL] Circuit breaker open \u2014 pricing-service not receiving traffic"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0199}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.0126}, "pricing-service": {"status": "critical", "http_server_error_rate": 0.7676, "process_memory_utilization": 0.82, "circuit_breaker_open_ticks": 4}, "pricing-db": {"status": "healthy", "http_server_error_rate": 0.027}, "fraud-detection": {"status": "healthy", "http_server_error_rate": 0.011}}, "logs": {"api-gateway": [], "product-catalog": ["[HEALTHY] cache: routine check complete. status=ok"], "pricing-service": ["Circuit breaker OPEN: upstream_timeout. Tripped 3 times in last 5 minutes.", "[HEALTHY] db-proxy: routine check complete. status=ok"], "pricing-db": [], "fraud-detection": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "product-catalog-service"}}, {"action": "get_metrics_detail", "params": {"service": "pricing-service"}}, {"action": "scale_replicas", "params": {"service": "pricing-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "pricing-service"}
{"example_id": "8b36f77b-c6e2-4e25-b410-dcb37cc9530c", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[CRITICAL] order-service thread deadlock \u2014 all threads blocked"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0475}, "order-service": {"status": "degraded", "http_server_error_rate": 0.4128, "last_deployment_age_seconds": 272}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0407}}, "logs": {"api-gateway": [], "order-service": ["THREAD DEADLOCK detected in db_pool/cache_pool. Blocked threads: 45"], "db-proxy": []}}, "gold_action_sequence": [{"action": "thread_dump", "params": {"service": "order-service"}}, {"action": "restart_thread_pool", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "order-service"}
{"example_id": "403cbf08-0de8-46de-b9f9-967efa917407", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[CRITICAL] order-service thread deadlock \u2014 all threads blocked"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0268}, "order-service": {"status": "degraded", "http_server_error_rate": 0.3277, "last_deployment_age_seconds": 349}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0943}}, "logs": {"api-gateway": [], "order-service": ["THREAD DEADLOCK detected in jdbc_pool/redis_pool. Blocked threads: 42"], "db-proxy": []}}, "gold_action_sequence": [{"action": "thread_dump", "params": {"service": "order-service"}}, {"action": "restart_thread_pool", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "order-service"}
{"example_id": "a626f2cc-716f-42b9-a6d4-1de51df5c4f8", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_config_race", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] api-gateway config race: partial propagation detected"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.3254}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0288}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0514}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0137}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.016}}, "logs": {"api-gateway": [], "auth-service": [], "payment-service": [], "user-service": ["[HEALTHY] cache: routine check complete. status=ok"], "cache-service": ["[HEALTHY] cache: routine check complete. status=ok"]}}, "gold_action_sequence": [{"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": "35be5046-73de-4af5-a985-b7369a3d729d", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] Consensus degradation \u2014 config-service cluster split detected"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0536}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0637}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0245}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0164}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0009}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0728}, "cache": {"status": "healthy", "http_server_error_rate": 0.009}, "config-service": {"status": "degraded", "http_server_error_rate": 0.4709, "consensus_leader_election_count": 5, "config_data_age_seconds": 480}, "fraud-detection-service": {"status": "healthy", "http_server_error_rate": 0.0171}, "analytics-service": {"status": "degraded", "http_server_error_rate": 0.0756}}, "logs": {"api-gateway": [], "auth-service": [], "payment-service": [], "checkout-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "user-service": [], "db-proxy": [], "cache": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "config-service": ["Consensus cluster split: 3+2 nodes. Leader election failed.", "[HEALTHY] cache: routine check complete. status=ok"], "fraud-detection-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "analytics-service": ["[HEALTHY] cache: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "inspect_consensus_state", "params": {"service": "config-service"}}, {"action": "isolate_minority_nodes", "params": {"service": "config-service"}}, {"action": "force_leader_election", "params": {"service": "config-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "config-service"}
{"example_id": "9c0e62cd-8068-4f3b-99ff-3efdc4535514", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] db-proxy file descriptors critical: total=9 alerts firing"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0092}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.32, "process_open_file_descriptors": 4987}, "cache": {"status": "degraded", "http_server_error_rate": 0.0541}}, "logs": {"api-gateway": [], "db-proxy": ["HikariPool-1 - Connection pool exhausted. Total=4, Idle=0, Waiting=50"], "cache": []}}, "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": "9e3a2a5e-0278-45c1-ab34-2b1b1d83764d", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_adversarial_triple", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[CRITICAL] Multiple adversarial alerts detected \u2014 12 total alerts"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0963}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0965}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0617}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.019}, "payment-service": {"status": "critical", "http_server_error_rate": 0.6447, "process_memory_utilization": 0.78, "runtime_gc_pause_duration": 0.42}, "user-service": {"status": "healthy", "http_server_error_rate": 0.029}, "cache": {"status": "healthy", "http_server_error_rate": 0.0005}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.0484}}, "logs": {"api-gateway": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "auth-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "checkout-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "db-proxy": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "payment-service": ["Memory utilization critical: 0.72. GC pause: 0.32s"], "user-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "cache": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "notification-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-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": "payment-service"}
{"example_id": "f41578f6-45ff-4149-902d-6d23345aded1", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[CRITICAL] order-service thread deadlock \u2014 all threads blocked"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0039}, "order-service": {"status": "critical", "http_server_error_rate": 0.6841, "last_deployment_age_seconds": 678}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0591}}, "logs": {"api-gateway": [], "order-service": ["THREAD DEADLOCK detected in database_pool/session_pool. Blocked threads: 42"], "db-proxy": []}}, "gold_action_sequence": [{"action": "thread_dump", "params": {"service": "order-service"}}, {"action": "restart_thread_pool", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "order-service"}
{"example_id": "13006795-3b45-4601-bb50-3d511837cd54", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_canary_false_alert", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[ALERT] Canary error rate elevated \u2014 checkout-service canary failing"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0055}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.4748, "last_deployment_age_seconds": 72}, "payment-processor": {"status": "degraded", "http_server_error_rate": 0.082}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.0196}, "fraud-detection-service": {"status": "degraded", "http_server_error_rate": 0.0787}}, "logs": {"api-gateway": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "checkout-service": ["Canary deployment v2.4.0-canary: traffic weight=0.08, error rate elevated", "[HEALTHY] cache: routine check complete. status=ok"], "payment-processor": [], "inventory-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "fraud-detection-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "checkout-service"}}, {"action": "rollback_canary", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "checkout-service"}
{"example_id": "787340c8-a85c-4ff2-8ee2-40c3e6d5d979", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[CRITICAL] GPU quota exhausted \u2014 ml-inference-service at capacity"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0024}, "ml-inference-service": {"status": "degraded", "http_server_error_rate": 0.227, "resource_quota_remaining_ratio": {"gpu": 0.0}}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.0049}, "product-db": {"status": "degraded", "http_server_error_rate": 0.0734}, "analytics-service": {"status": "healthy", "http_server_error_rate": 0.0148}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0289}, "cache": {"status": "healthy", "http_server_error_rate": 0.0124}}, "logs": {"api-gateway": [], "ml-inference-service": ["GPU quota exhausted. Resource allocation failed for ml-inference-service."], "recommendation-engine": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "product-db": [], "analytics-service": ["[HEALTHY] cache: routine check complete. status=ok"], "auth-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "cache": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "inspect_quota_usage", "params": {"service": "ml-inference-service"}}, {"action": "request_quota_increase", "params": {"service": "ml-inference-service, resource=gpu_compute"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "ml-inference-service"}
{"example_id": "df0c98b2-7899-4a30-bdad-90d16e8afe33", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] Consensus degradation \u2014 config-service cluster split detected"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0214}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0166}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0297}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0204}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0079}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0269}, "cache": {"status": "healthy", "http_server_error_rate": 0.0274}, "config-service": {"status": "degraded", "http_server_error_rate": 0.422, "consensus_leader_election_count": 4, "config_data_age_seconds": 480}, "fraud-detection-service": {"status": "healthy", "http_server_error_rate": 0.0149}, "analytics-service": {"status": "healthy", "http_server_error_rate": 0.0119}}, "logs": {"api-gateway": [], "auth-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "payment-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "checkout-service": [], "user-service": [], "db-proxy": ["[HEALTHY] cache: routine check complete. status=ok"], "cache": [], "config-service": ["Consensus cluster split: 3+2 nodes. Leader election failed.", "[HEALTHY] metrics-exporter: routine check complete. status=ok"], "fraud-detection-service": ["[HEALTHY] cache: routine check complete. status=ok"], "analytics-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "inspect_consensus_state", "params": {"service": "config-service"}}, {"action": "isolate_minority_nodes", "params": {"service": "config-service"}}, {"action": "force_leader_election", "params": {"service": "config-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "config-service"}
{"example_id": "b89e1335-d893-4fcf-a2c4-6fe8bef8e98d", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_lb_hotspot", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[ALERT] Load balancer hotspot detected on user-profile-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0194}, "user-profile-service": {"status": "degraded", "http_server_error_rate": 0.2467, "lb_weight_normalized": 4.0, "process_cpu_utilization": 0.91}, "cache-service": {"status": "degraded", "http_server_error_rate": 0.0856}}, "logs": {"api-gateway": [], "user-profile-service": ["Load balancer weight imbalance detected. Hot replica CPU: 0.78"], "cache-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "user-profile-service"}}, {"action": "rebalance_load", "params": {"service": "user-profile-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-profile-service"}
{"example_id": "6a07aec1-da44-48c0-90a1-84da950e8a2d", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_hpa_cold_start", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[CRITICAL] recommendation-engine: 0 ready replicas \u2014 cold start failure"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0098}, "recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.3096, "last_deployment_age_seconds": 395}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.0117}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.0097}, "analytics-service": {"status": "degraded", "http_server_error_rate": 0.086}}, "logs": {"api-gateway": ["[HEALTHY] cache: routine check complete. status=ok"], "recommendation-engine": ["HPA cold start: 0 ready replicas. Pod startup duration exceeded."], "product-catalog": [], "cache-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "analytics-service": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "pre_warm_service", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"}
{"example_id": "57093ae3-9cbe-47f1-a755-4920d2c3ba4a", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_crashloop_backoff", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[CRITICAL] payment-service CrashLoopBackOff \u2014 missing PAYMENT_API_KEY"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0133}, "payment-service": {"status": "critical", "http_server_error_rate": 0.8315, "runtime_crashloop_backoff_seconds": 40, "restart_count": 9}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0965}}, "logs": {"api-gateway": [], "payment-service": ["CrashLoopBackOff: pod crashed. Missing env var: PAYMENT_API_KEY", "Backoff duration: 320s before next restart"], "checkout-service": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "inject_missing_env_var", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service"}
{"example_id": "7148b71c-f699-4d63-ab60-33176f2e05b0", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] Request timeout propagating from order-service to inventory-service"], "service_metrics": {"order-service": {"status": "healthy", "http_server_error_rate": 0.0298}, "inventory-service": {"status": "critical", "http_server_error_rate": 0.6516, "process_open_file_descriptors": 4}, "inventory-db": {"status": "healthy", "http_server_error_rate": 0.0031}}, "logs": {"order-service": [], "inventory-service": ["Request timeout after 2000ms. Order-service downstream call failed."], "inventory-db": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "inventory-service"}
{"example_id": "052295db-ab81-4aea-801d-c6aab7016ffe", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_crashloop_backoff", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[CRITICAL] payment-service CrashLoopBackOff \u2014 missing PAYMENT_API_KEY"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0142}, "payment-service": {"status": "critical", "http_server_error_rate": 0.5265, "runtime_crashloop_backoff_seconds": 160, "restart_count": 9}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0042}}, "logs": {"api-gateway": [], "payment-service": ["CrashLoopBackOff: pod crashed. Missing env var: PAYMENT_API_KEY", "Backoff duration: 320s before next restart"], "checkout-service": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "inject_missing_env_var", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service"}
{"example_id": "26f9b700-be47-46a3-bd12-5b0594142451", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_adversarial_triple", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[CRITICAL] Multiple adversarial alerts detected \u2014 12 total alerts"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0985}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0151}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0829}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0107}, "payment-service": {"status": "critical", "http_server_error_rate": 0.5519, "process_memory_utilization": 0.82, "runtime_gc_pause_duration": 0.42}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0798}, "cache": {"status": "degraded", "http_server_error_rate": 0.06}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.0115}}, "logs": {"api-gateway": ["[HEALTHY] cache: routine check complete. status=ok"], "auth-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "checkout-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "db-proxy": [], "payment-service": ["Memory utilization critical: 0.72. GC pause: 0.32s"], "user-service": [], "cache": [], "notification-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-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": "payment-service"}
{"example_id": "a66794da-033b-4988-96da-b9f3a89b4d84", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] Consensus degradation \u2014 config-service cluster split detected"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0247}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0414}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0195}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0475}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0183}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0082}, "cache": {"status": "degraded", "http_server_error_rate": 0.0708}, "config-service": {"status": "degraded", "http_server_error_rate": 0.3565, "consensus_leader_election_count": 8, "config_data_age_seconds": 600}, "fraud-detection-service": {"status": "healthy", "http_server_error_rate": 0.0159}, "analytics-service": {"status": "degraded", "http_server_error_rate": 0.06}}, "logs": {"api-gateway": [], "auth-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "payment-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "checkout-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "user-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "db-proxy": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "cache": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "config-service": ["Consensus cluster split: 3+2 nodes. Leader election failed.", "[HEALTHY] cache: routine check complete. status=ok"], "fraud-detection-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "analytics-service": []}}, "gold_action_sequence": [{"action": "inspect_consensus_state", "params": {"service": "config-service"}}, {"action": "isolate_minority_nodes", "params": {"service": "config-service"}}, {"action": "force_leader_election", "params": {"service": "config-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "config-service"}
{"example_id": "0f9d4fb2-ee8b-47cd-882b-37d33a082910", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_lb_hotspot", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[ALERT] Load balancer hotspot detected on user-profile-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.03}, "user-profile-service": {"status": "degraded", "http_server_error_rate": 0.533, "lb_weight_normalized": 4.0, "process_cpu_utilization": 0.78}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.0223}}, "logs": {"api-gateway": [], "user-profile-service": ["Load balancer weight imbalance detected. Hot replica CPU: 0.87"], "cache-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "user-profile-service"}}, {"action": "rebalance_load", "params": {"service": "user-profile-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-profile-service"}
{"example_id": "a994cc4e-5952-4d94-8fd2-368fdd83a3ad", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_circuit_breaker_masking", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[CRITICAL] Circuit breaker open \u2014 pricing-service not receiving traffic"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0178}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.0201}, "pricing-service": {"status": "critical", "http_server_error_rate": 0.2325, "process_memory_utilization": 0.78, "circuit_breaker_open_ticks": 3}, "pricing-db": {"status": "degraded", "http_server_error_rate": 0.0476}, "fraud-detection": {"status": "healthy", "http_server_error_rate": 0.019}}, "logs": {"api-gateway": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "product-catalog": [], "pricing-service": ["Circuit breaker OPEN: upstream_timeout. Tripped 3 times in last 5 minutes."], "pricing-db": [], "fraud-detection": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "product-catalog-service"}}, {"action": "get_metrics_detail", "params": {"service": "pricing-service"}}, {"action": "scale_replicas", "params": {"service": "pricing-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "pricing-service"}
{"example_id": "71ac1f94-12dc-4811-9798-87f101a04993", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[CRITICAL] GPU quota exhausted \u2014 ml-inference-service at capacity"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.072}, "ml-inference-service": {"status": "critical", "http_server_error_rate": 0.6071, "resource_quota_remaining_ratio": {"gpu": 0.0}}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.0065}, "product-db": {"status": "healthy", "http_server_error_rate": 0.0082}, "analytics-service": {"status": "healthy", "http_server_error_rate": 0.0015}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0628}, "cache": {"status": "degraded", "http_server_error_rate": 0.0656}}, "logs": {"api-gateway": [], "ml-inference-service": ["GPU quota exhausted. Resource allocation failed for ml-inference-service.", "[HEALTHY] metrics-exporter: routine check complete. status=ok"], "recommendation-engine": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "product-db": [], "analytics-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "auth-service": [], "cache": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "inspect_quota_usage", "params": {"service": "ml-inference-service"}}, {"action": "request_quota_increase", "params": {"service": "ml-inference-service, resource=gpu_compute"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "ml-inference-service"}
{"example_id": "a3ce2f00-ecac-42f9-816b-1341b36b55b7", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[CRITICAL] order-service thread deadlock \u2014 all threads blocked"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0093}, "order-service": {"status": "critical", "http_server_error_rate": 0.6856, "last_deployment_age_seconds": 625}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0026}}, "logs": {"api-gateway": [], "order-service": ["THREAD DEADLOCK detected in jdbc_pool/redis_pool. Blocked threads: 60"], "db-proxy": []}}, "gold_action_sequence": [{"action": "thread_dump", "params": {"service": "order-service"}}, {"action": "restart_thread_pool", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "order-service"}
{"example_id": "d6fb480f-ef0a-4ed2-b227-226ac163a35d", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[CRITICAL] GPU quota exhausted \u2014 ml-inference-service at capacity"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0157}, "ml-inference-service": {"status": "degraded", "http_server_error_rate": 0.2646, "resource_quota_remaining_ratio": {"gpu": 0.0}}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.0268}, "product-db": {"status": "degraded", "http_server_error_rate": 0.0581}, "analytics-service": {"status": "healthy", "http_server_error_rate": 0.0237}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0005}, "cache": {"status": "healthy", "http_server_error_rate": 0.0248}}, "logs": {"api-gateway": ["[HEALTHY] cache: routine check complete. status=ok"], "ml-inference-service": ["GPU quota exhausted. Resource allocation failed for ml-inference-service."], "recommendation-engine": [], "product-db": ["[HEALTHY] cache: routine check complete. status=ok"], "analytics-service": [], "auth-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "cache": []}}, "gold_action_sequence": [{"action": "inspect_quota_usage", "params": {"service": "ml-inference-service"}}, {"action": "request_quota_increase", "params": {"service": "ml-inference-service, resource=gpu_compute"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "ml-inference-service"}
{"example_id": "324bc545-6059-4254-855d-a77ca285b0b5", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_config_race", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] api-gateway config race: partial propagation detected"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.4259}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0003}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.027}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0267}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.0236}}, "logs": {"api-gateway": ["[HEALTHY] cache: routine check complete. status=ok"], "auth-service": [], "payment-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "user-service": [], "cache-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "gold_action_sequence": [{"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": "f33dde9e-e815-4408-970c-a478211ceb51", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_canary_false_alert", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[ALERT] Canary error rate elevated \u2014 checkout-service canary failing"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0126}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.4898, "last_deployment_age_seconds": 677}, "payment-processor": {"status": "degraded", "http_server_error_rate": 0.0955}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.0045}, "fraud-detection-service": {"status": "healthy", "http_server_error_rate": 0.0139}}, "logs": {"api-gateway": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "checkout-service": ["Canary deployment v2.3.1-canary: traffic weight=0.12, error rate elevated", "[HEALTHY] cache: routine check complete. status=ok"], "payment-processor": [], "inventory-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "fraud-detection-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "checkout-service"}}, {"action": "rollback_canary", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "checkout-service"}
{"example_id": "d8279993-ce79-4d9c-b523-25b86a20b076", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_hpa_cold_start", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[CRITICAL] recommendation-engine: 0 ready replicas \u2014 cold start failure"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0026}, "recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.3066, "last_deployment_age_seconds": 188}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.0087}, "cache-service": {"status": "degraded", "http_server_error_rate": 0.053}, "analytics-service": {"status": "degraded", "http_server_error_rate": 0.0726}}, "logs": {"api-gateway": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "recommendation-engine": ["HPA cold start: 0 ready replicas. Pod startup duration exceeded.", "[HEALTHY] metrics-exporter: routine check complete. status=ok"], "product-catalog": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "cache-service": [], "analytics-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "pre_warm_service", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"}
{"example_id": "d0838efc-8283-4e30-b03e-4b4069940b4e", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_lb_hotspot", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[ALERT] Load balancer hotspot detected on user-profile-service"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0633}, "user-profile-service": {"status": "degraded", "http_server_error_rate": 0.2737, "lb_weight_normalized": 3.2, "process_cpu_utilization": 0.94}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.0018}}, "logs": {"api-gateway": [], "user-profile-service": ["Load balancer weight imbalance detected. Hot replica CPU: 0.87"], "cache-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "user-profile-service"}}, {"action": "rebalance_load", "params": {"service": "user-profile-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-profile-service"}
{"example_id": "760b8810-a401-4ac8-b918-a25fe6b312d5", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[CRITICAL] GPU quota exhausted \u2014 ml-inference-service at capacity"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0113}, "ml-inference-service": {"status": "critical", "http_server_error_rate": 0.5498, "resource_quota_remaining_ratio": {"gpu": 0.0}}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.0217}, "product-db": {"status": "healthy", "http_server_error_rate": 0.0231}, "analytics-service": {"status": "healthy", "http_server_error_rate": 0.0095}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.015}, "cache": {"status": "degraded", "http_server_error_rate": 0.0619}}, "logs": {"api-gateway": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "ml-inference-service": ["GPU quota exhausted. Resource allocation failed for ml-inference-service.", "[HEALTHY] db-proxy: routine check complete. status=ok"], "recommendation-engine": [], "product-db": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "analytics-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "auth-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "cache": []}}, "gold_action_sequence": [{"action": "inspect_quota_usage", "params": {"service": "ml-inference-service"}}, {"action": "request_quota_increase", "params": {"service": "ml-inference-service, resource=gpu_compute"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "ml-inference-service"}
{"example_id": "630a6b2c-8053-40ad-a7e4-cb1ee388aec0", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_circuit_breaker_masking", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[CRITICAL] Circuit breaker open \u2014 pricing-service not receiving traffic"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0878}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.0126}, "pricing-service": {"status": "critical", "http_server_error_rate": 0.4924, "process_memory_utilization": 0.88, "circuit_breaker_open_ticks": 3}, "pricing-db": {"status": "healthy", "http_server_error_rate": 0.0134}, "fraud-detection": {"status": "healthy", "http_server_error_rate": 0.0272}}, "logs": {"api-gateway": ["[HEALTHY] cache: routine check complete. status=ok"], "product-catalog": [], "pricing-service": ["Circuit breaker OPEN: upstream_timeout. Tripped 3 times in last 5 minutes."], "pricing-db": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "fraud-detection": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "product-catalog-service"}}, {"action": "get_metrics_detail", "params": {"service": "pricing-service"}}, {"action": "scale_replicas", "params": {"service": "pricing-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "pricing-service"}
{"example_id": "1807f825-dd42-4aec-a5eb-1262c422f426", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_circuit_breaker_masking", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[CRITICAL] Circuit breaker open \u2014 pricing-service not receiving traffic"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0139}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.004}, "pricing-service": {"status": "critical", "http_server_error_rate": 0.3939, "process_memory_utilization": 0.92, "circuit_breaker_open_ticks": 5}, "pricing-db": {"status": "healthy", "http_server_error_rate": 0.022}, "fraud-detection": {"status": "degraded", "http_server_error_rate": 0.0427}}, "logs": {"api-gateway": [], "product-catalog": [], "pricing-service": ["Circuit breaker OPEN: upstream_timeout. Tripped 3 times in last 5 minutes.", "[HEALTHY] metrics-exporter: routine check complete. status=ok"], "pricing-db": [], "fraud-detection": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "product-catalog-service"}}, {"action": "get_metrics_detail", "params": {"service": "pricing-service"}}, {"action": "scale_replicas", "params": {"service": "pricing-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "pricing-service"}
{"example_id": "5d96ee47-d5f2-4839-8f82-bf2471e11666", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_circuit_breaker_masking", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 7, "budget": 46.0, "alerts": ["[CRITICAL] Circuit breaker open \u2014 pricing-service not receiving traffic"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0216}, "product-catalog": {"status": "degraded", "http_server_error_rate": 0.0848}, "pricing-service": {"status": "critical", "http_server_error_rate": 0.5058, "process_memory_utilization": 0.88, "circuit_breaker_open_ticks": 4}, "pricing-db": {"status": "healthy", "http_server_error_rate": 0.0266}, "fraud-detection": {"status": "healthy", "http_server_error_rate": 0.0257}}, "logs": {"api-gateway": ["[HEALTHY] cache: routine check complete. status=ok"], "product-catalog": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "pricing-service": ["Circuit breaker OPEN: upstream_timeout. Tripped 3 times in last 5 minutes.", "[HEALTHY] cache: routine check complete. status=ok"], "pricing-db": [], "fraud-detection": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "product-catalog-service"}}, {"action": "get_metrics_detail", "params": {"service": "pricing-service"}}, {"action": "scale_replicas", "params": {"service": "pricing-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "pricing-service"}
{"example_id": "c9a20940-5469-4ee1-82c1-2031c2b968a3", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_canary_false_alert", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[ALERT] Canary error rate elevated \u2014 checkout-service canary failing"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0746}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.1969, "last_deployment_age_seconds": 169}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.0185}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.028}, "fraud-detection-service": {"status": "healthy", "http_server_error_rate": 0.0123}}, "logs": {"api-gateway": [], "checkout-service": ["Canary deployment v3.0.0-rc1: traffic weight=0.1, error rate elevated"], "payment-processor": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "inventory-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "fraud-detection-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "checkout-service"}}, {"action": "rollback_canary", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "checkout-service"}
{"example_id": "acc07502-d182-4adf-bd54-e507ed13b6b2", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_hard_adversarial_triple", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[CRITICAL] Multiple adversarial alerts detected \u2014 12 total alerts"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0226}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0002}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0155}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0997}, "payment-service": {"status": "critical", "http_server_error_rate": 0.578, "process_memory_utilization": 0.72, "runtime_gc_pause_duration": 0.62}, "user-service": {"status": "degraded", "http_server_error_rate": 0.06}, "cache": {"status": "healthy", "http_server_error_rate": 0.0014}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.0001}}, "logs": {"api-gateway": [], "auth-service": [], "checkout-service": [], "db-proxy": ["[HEALTHY] cache: routine check complete. status=ok"], "payment-service": ["Memory utilization critical: 0.72. GC pause: 0.42s", "[HEALTHY] metrics-exporter: routine check complete. status=ok"], "user-service": [], "cache": [], "notification-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-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": "payment-service"}
{"example_id": "a6e0517f-9c60-43f2-a496-9c2a4627dd72", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_config_race", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] api-gateway config race: partial propagation detected"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.4696}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0268}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0474}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0263}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.0046}}, "logs": {"api-gateway": ["[HEALTHY] cache: routine check complete. status=ok"], "auth-service": [], "payment-service": ["[HEALTHY] cache: routine check complete. status=ok"], "user-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "cache-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "gold_action_sequence": [{"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": "87054376-653f-4fba-8b52-26bacb9768a2", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_medium_hpa_cold_start", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 7, "budget": 46.0, "alerts": ["[CRITICAL] recommendation-engine: 0 ready replicas \u2014 cold start failure"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0218}, "recommendation-engine": {"status": "critical", "http_server_error_rate": 0.5144, "last_deployment_age_seconds": 463}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.012}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.0128}, "analytics-service": {"status": "healthy", "http_server_error_rate": 0.0187}}, "logs": {"api-gateway": [], "recommendation-engine": ["HPA cold start: 0 ready replicas. Pod startup duration exceeded.", "[HEALTHY] metrics-exporter: routine check complete. status=ok"], "product-catalog": ["[HEALTHY] cache: routine check complete. status=ok"], "cache-service": [], "analytics-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "pre_warm_service", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"}
{"example_id": "fd458fd3-a850-4fc7-be9a-c51501079c77", "source_script": "gen_02_mixed_metric_b.py", "task_seed_id": "task_easy_lb_hotspot", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[ALERT] Load balancer hotspot detected on user-profile-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0252}, "user-profile-service": {"status": "degraded", "http_server_error_rate": 0.261, "lb_weight_normalized": 2.8, "process_cpu_utilization": 0.91}, "cache-service": {"status": "healthy", "http_server_error_rate": 0.006}}, "logs": {"api-gateway": [], "user-profile-service": ["Load balancer weight imbalance detected. Hot replica CPU: 0.82"], "cache-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "user-profile-service"}}, {"action": "rebalance_load", "params": {"service": "user-profile-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-profile-service"}