| {"example_id": "2b1dbbe8-8868-4865-84b9-d9d4fb6acc6c", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_cronjob_spike", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] db-proxy elevated \u2014 investigate", "[WARNING] analytics-service fault detected"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.1145}, "analytics-service": {"status": "degraded", "http_server_error_rate": 0.2003, "process_memory_utilization": 0.93}}, "logs": {"db-proxy": ["[WARNING] db-proxy showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "analytics-service"}}, {"action": "scale_replicas", "params": {"service": "analytics-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "analytics-service"} |
| {"example_id": "d5d90e60-f2b7-4c6f-b1a6-19379e4c34be", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_rbac_403", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] cache elevated \u2014 investigate", "[WARNING] notification-service fault detected"], "service_metrics": {"cache": {"status": "degraded", "http_server_error_rate": 0.1078}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.6536, "rbac_permission_status": "forbidden"}}, "logs": {"cache": ["[WARNING] cache showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "grant_rbac_permission", "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": "593a30a8-9426-45d7-b4ed-7bcc0e228560", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] cache elevated \u2014 investigate", "[WARNING] order-service fault detected"], "service_metrics": {"cache": {"status": "degraded", "http_server_error_rate": 0.0957}, "order-service": {"status": "critical", "http_server_error_rate": 0.5594, "blocked_thread_count": 46, "wait_ratio": 0.99}}, "logs": {"cache": ["[WARNING] cache showing elevated latency (non-critical)"]}}, "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": "13a1c6f6-c4ed-4b4c-976c-1e5254903867", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_noisy_neighbor", "tier": "easy", "fault_type": "oom", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] metrics-exporter elevated \u2014 investigate", "[WARNING] batch-processor fault detected"], "service_metrics": {"metrics-exporter": {"status": "degraded", "http_server_error_rate": 0.0814}, "batch-processor": {"status": "degraded", "http_server_error_rate": 0.1652, "noisy_pod_cpu_utilization": 0.78}}, "logs": {"metrics-exporter": ["[WARNING] metrics-exporter showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "batch-processor"}}, {"action": "evict_noisy_pod", "params": {"service": "batch-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "batch-processor"} |
| {"example_id": "e95c9e09-53cf-43ab-aaf8-a1d19ce000dc", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_jwt_clock_skew", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] metrics-exporter elevated \u2014 investigate", "[WARNING] auth-service fault detected"], "service_metrics": {"metrics-exporter": {"status": "degraded", "http_server_error_rate": 0.0769}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.4364, "system_clock_offset_seconds": -340}}, "logs": {"metrics-exporter": ["[WARNING] metrics-exporter showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "force_ntp_sync", "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": "d5cc4e42-fc75-4e8b-8acc-0c890c99646e", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_canary_false_alert", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[CRITICAL] fraud-detection-service mimicking fault signal", "[CRITICAL] checkout-service actual root cause", "[WARNING] checkout-service actual fault"], "service_metrics": {"fraud-detection-service": {"status": "degraded", "http_server_error_rate": 0.4477, "metric_like_root": 0.4477}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.4341, "canary_error_rate": 0.4007, "stable_error_rate": 0.0135}}, "logs": {"fraud-detection-service": ["MIMIC: fraud-detection-service elevated but no diagnostic token"], "checkout-service": ["FAULT: checkout-service diagnostic token confirmed"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "1388852f-bc6a-405f-9384-ad6f57b3c34d", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[CRITICAL] redis-cluster mimicking fault signal", "[CRITICAL] config-service actual root cause", "[CRITICAL] config-service root cause"], "service_metrics": {"redis-cluster": {"status": "degraded", "http_server_error_rate": 0.4122, "metric_like_root": 0.4122}, "config-service": {"status": "critical", "http_server_error_rate": 0.5755, "config_data_age_seconds": 673, "consensus_leader_election_count": 5}}, "logs": {"redis-cluster": ["MIMIC: redis-cluster elevated but no diagnostic token"], "config-service": ["FAULT: config-service diagnostic token confirmed"]}}, "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": "df72ef17-63bf-4378-a1bd-2c7c12a52e07", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[CRITICAL] db-proxy elevated \u2014 root cause?", "[WARNING] payment-service actual fault"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.1316}, "payment-service": {"status": "critical", "http_server_error_rate": 0.9221, "sidecar_cert_rotation_status": "stale", "mtls_handshake_failure_rate": 0.6809}}, "logs": {"db-proxy": ["RED HERRING: db-proxy showing elevated errors \u2014 investigate first"]}}, "gold_action_sequence": [{"action": "inspect_mtls_status", "params": {"service": "payment-service"}}, {"action": "force_cert_rotation", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "b99dfb07-6775-4370-b627-13ee84e89c8f", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_gateway_rate_limit", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[CRITICAL] auth-service mimicking fault signal", "[CRITICAL] api-gateway actual root cause", "[WARNING] api-gateway actual fault"], "service_metrics": {"auth-service": {"status": "degraded", "http_server_error_rate": 0.4042, "metric_like_root": 0.4042}, "api-gateway": {"status": "critical", "http_server_error_rate": 0.886, "rate_limit_rpm": 8}}, "logs": {"auth-service": ["MIMIC: auth-service elevated but no diagnostic token"], "api-gateway": ["FAULT: api-gateway diagnostic token confirmed"]}}, "gold_action_sequence": [{"action": "fetch_logs", "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": "bc30cb33-7be3-4d3a-b946-c1bb1be90ac4", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_canary_false_alert", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[CRITICAL] fraud-detection-service elevated \u2014 root cause?", "[WARNING] checkout-service actual fault"], "service_metrics": {"fraud-detection-service": {"status": "critical", "http_server_error_rate": 0.1605}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.4866, "canary_error_rate": 0.4595, "stable_error_rate": 0.0193}}, "logs": {"fraud-detection-service": ["RED HERRING: fraud-detection-service showing elevated errors \u2014 investigate first"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "6b03af91-9d06-4619-a843-0b3f71109bb9", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] payment-service fault detected", "[WARNING] payment-service actual fault"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.0632}, "payment-service": {"status": "critical", "http_server_error_rate": 0.9263, "sidecar_cert_rotation_status": "stale", "mtls_handshake_failure_rate": 0.9081}}, "logs": {"db-proxy": ["[INFO] db-proxy routine check 1", "[INFO] db-proxy routine check 2", "[DEBUG] db-proxy metrics nominal", "[INFO] db-proxy health check passed", "[DEBUG] db-proxy connection pool OK"], "payment-service": ["FAULT: payment-service critical error", "DIAG: payment-service diagnostic token present"]}}, "gold_action_sequence": [{"action": "inspect_mtls_status", "params": {"service": "payment-service"}}, {"action": "force_cert_rotation", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "65360ad0-ed40-4aa6-8383-8dd24d4114de", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_cronjob_spike", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] cache elevated \u2014 investigate", "[WARNING] analytics-service fault detected"], "service_metrics": {"cache": {"status": "degraded", "http_server_error_rate": 0.0785}, "analytics-service": {"status": "degraded", "http_server_error_rate": 0.1785, "process_memory_utilization": 0.95}}, "logs": {"cache": ["[WARNING] cache showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "analytics-service"}}, {"action": "scale_replicas", "params": {"service": "analytics-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "analytics-service"} |
| {"example_id": "e0e52a41-e501-48d7-8279-9dab204ab4d5", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_multiz_failover", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[CRITICAL] api-gateway-az-c \u2014 immediate action required!", "[WARNING] api-gateway-az-a slight degradation", "[CRITICAL] api-gateway-az-a root cause"], "service_metrics": {"api-gateway-az-c": {"status": "critical", "http_server_error_rate": 0.6718}, "api-gateway-az-a": {"status": "critical", "http_server_error_rate": 0.7133, "az_a_load_factor": 1.6526398770600415, "hikaricp_timeout_rate": 0.39}}, "logs": {"api-gateway-az-c": ["RED HERRING: api-gateway-az-c CRITICAL alert \u2014 appears severe"], "api-gateway-az-a": ["Real root: api-gateway-az-a WARNING \u2014 less visible but actual cause"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-a"}}, {"action": "rebalance_az_traffic", "params": {"service": "api-gateway-az-a"}}, {"action": "scale_az_capacity", "params": {"service": "api-gateway-az-a"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway-az-a"} |
| {"example_id": "cab13d33-2a7f-46a8-9149-224c3fc81090", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_jwt_clock_skew", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] db-proxy elevated \u2014 investigate", "[WARNING] auth-service fault detected"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.0782}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.4144, "system_clock_offset_seconds": -420}}, "logs": {"db-proxy": ["[WARNING] db-proxy showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "force_ntp_sync", "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": "bd56d358-040f-4a2d-a6f1-e489bebdcd14", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[CRITICAL] session-service \u2014 immediate action required!", "[WARNING] user-service slight degradation", "[WARNING] user-service actual fault"], "service_metrics": {"session-service": {"status": "critical", "http_server_error_rate": 0.7282}, "user-service": {"status": "critical", "http_server_error_rate": 0.7291, "db_replication_lag_seconds": 39}}, "logs": {"session-service": ["RED HERRING: session-service CRITICAL alert \u2014 appears severe"], "user-service": ["Real root: user-service WARNING \u2014 less visible but actual cause"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "redirect_reads_to_primary", "params": {"service": "user-service"}}, {"action": "force_replica_resync", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "ba8d211b-3a7c-4a2b-af7a-5aa1f0db64f7", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_rbac_403", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] db-proxy elevated \u2014 investigate", "[WARNING] notification-service fault detected"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.1135}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.5895, "rbac_permission_status": "forbidden"}}, "logs": {"db-proxy": ["[WARNING] db-proxy showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "grant_rbac_permission", "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": "4bdcea2c-dea3-4cff-a8df-dd902f14ef6e", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[CRITICAL] redis-cluster \u2014 immediate action required!", "[WARNING] config-service slight degradation", "[CRITICAL] config-service root cause"], "service_metrics": {"redis-cluster": {"status": "critical", "http_server_error_rate": 0.7167}, "config-service": {"status": "critical", "http_server_error_rate": 0.6781, "config_data_age_seconds": 501, "consensus_leader_election_count": 5}}, "logs": {"redis-cluster": ["RED HERRING: redis-cluster CRITICAL alert \u2014 appears severe"], "config-service": ["Real root: config-service WARNING \u2014 less visible but actual cause"]}}, "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": "1d3d293c-067a-49e1-8f63-0f596b23aa63", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_gateway_rate_limit", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[CRITICAL] auth-service mimicking fault signal", "[CRITICAL] api-gateway actual root cause", "[WARNING] api-gateway actual fault"], "service_metrics": {"auth-service": {"status": "degraded", "http_server_error_rate": 0.3941, "metric_like_root": 0.3941}, "api-gateway": {"status": "critical", "http_server_error_rate": 0.9438, "rate_limit_rpm": 20}}, "logs": {"auth-service": ["MIMIC: auth-service elevated but no diagnostic token"], "api-gateway": ["FAULT: api-gateway diagnostic token confirmed"]}}, "gold_action_sequence": [{"action": "fetch_logs", "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": "338a21e8-4c40-4c76-b928-2b3c415945d5", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_gateway_rate_limit", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[CRITICAL] auth-service mimicking fault signal", "[CRITICAL] api-gateway actual root cause", "[WARNING] api-gateway actual fault"], "service_metrics": {"auth-service": {"status": "degraded", "http_server_error_rate": 0.3952, "metric_like_root": 0.3952}, "api-gateway": {"status": "critical", "http_server_error_rate": 0.9173, "rate_limit_rpm": 8}}, "logs": {"auth-service": ["MIMIC: auth-service elevated but no diagnostic token"], "api-gateway": ["FAULT: api-gateway diagnostic token confirmed"]}}, "gold_action_sequence": [{"action": "fetch_logs", "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": "e4144a1b-e526-4b49-85ae-092c3df2e51a", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_noisy_neighbor", "tier": "easy", "fault_type": "oom", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] cache elevated \u2014 investigate", "[WARNING] batch-processor fault detected"], "service_metrics": {"cache": {"status": "degraded", "http_server_error_rate": 0.0951}, "batch-processor": {"status": "degraded", "http_server_error_rate": 0.1886, "noisy_pod_cpu_utilization": 0.92}}, "logs": {"cache": ["[WARNING] cache showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "batch-processor"}}, {"action": "evict_noisy_pod", "params": {"service": "batch-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "batch-processor"} |
| {"example_id": "c1a0b6b2-5136-408e-991b-e10d0fcb74c7", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[CRITICAL] db-proxy \u2014 immediate action required!", "[WARNING] payment-service slight degradation", "[WARNING] payment-service actual fault"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.5786}, "payment-service": {"status": "critical", "http_server_error_rate": 0.7895, "sidecar_cert_rotation_status": "stale", "mtls_handshake_failure_rate": 0.6231}}, "logs": {"db-proxy": ["RED HERRING: db-proxy CRITICAL alert \u2014 appears severe"], "payment-service": ["Real root: payment-service WARNING \u2014 less visible but actual cause"]}}, "gold_action_sequence": [{"action": "inspect_mtls_status", "params": {"service": "payment-service"}}, {"action": "force_cert_rotation", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "b92f2599-0743-4475-928f-004a676be69c", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[CRITICAL] ranking-service \u2014 immediate action required!", "[WARNING] feature-pipeline slight degradation", "[CRITICAL] feature-pipeline root cause"], "service_metrics": {"ranking-service": {"status": "critical", "http_server_error_rate": 0.5734}, "feature-pipeline": {"status": "degraded", "http_server_error_rate": 0.0, "freshness_lag_seconds": 468, "queue_depth": 37861}}, "logs": {"ranking-service": ["RED HERRING: ranking-service CRITICAL alert \u2014 appears severe"], "feature-pipeline": ["Real root: feature-pipeline WARNING \u2014 less visible but actual cause"]}}, "gold_action_sequence": [{"action": "inspect_pipeline_topology", "params": {"service": "feature-pipeline"}}, {"action": "get_metrics_detail", "params": {"service": "feature-pipeline"}}, {"action": "restart_pipeline_job", "params": {"service": "feature-pipeline"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "feature-pipeline"} |
| {"example_id": "245cbbd8-cab0-40e2-86ac-ed0f042c87c4", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_canary_false_alert", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[CRITICAL] fraud-detection-service elevated \u2014 root cause?", "[WARNING] checkout-service actual fault"], "service_metrics": {"fraud-detection-service": {"status": "critical", "http_server_error_rate": 0.1903}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.4446, "canary_error_rate": 0.4355, "stable_error_rate": 0.0179}}, "logs": {"fraud-detection-service": ["RED HERRING: fraud-detection-service showing elevated errors \u2014 investigate first"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "186be55d-3aef-4c4e-bf15-697cdb21fae4", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_canary_false_alert", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] checkout-service fault detected", "[WARNING] checkout-service actual fault"], "service_metrics": {"fraud-detection-service": {"status": "degraded", "http_server_error_rate": 0.1041}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.389, "canary_error_rate": 0.3943, "stable_error_rate": 0.0119}}, "logs": {"fraud-detection-service": ["[INFO] fraud-detection-service routine check 1", "[INFO] fraud-detection-service routine check 2", "[DEBUG] fraud-detection-service metrics nominal", "[INFO] fraud-detection-service health check passed", "[DEBUG] fraud-detection-service connection pool OK"], "checkout-service": ["FAULT: checkout-service critical error", "DIAG: checkout-service diagnostic token present"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "db75fa73-2117-425f-9919-8aeac001dce5", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_multiz_failover", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[CRITICAL] api-gateway-az-c \u2014 immediate action required!", "[WARNING] api-gateway-az-a slight degradation", "[CRITICAL] api-gateway-az-a root cause"], "service_metrics": {"api-gateway-az-c": {"status": "critical", "http_server_error_rate": 0.6486}, "api-gateway-az-a": {"status": "critical", "http_server_error_rate": 0.6263, "az_a_load_factor": 1.9801987262720957, "hikaricp_timeout_rate": 0.33}}, "logs": {"api-gateway-az-c": ["RED HERRING: api-gateway-az-c CRITICAL alert \u2014 appears severe"], "api-gateway-az-a": ["Real root: api-gateway-az-a WARNING \u2014 less visible but actual cause"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-a"}}, {"action": "rebalance_az_traffic", "params": {"service": "api-gateway-az-a"}}, {"action": "scale_az_capacity", "params": {"service": "api-gateway-az-a"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway-az-a"} |
| {"example_id": "ae371fb1-31cf-40f8-bab4-8c5e53c35ebb", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[CRITICAL] ranking-service mimicking fault signal", "[CRITICAL] feature-pipeline actual root cause", "[CRITICAL] feature-pipeline root cause"], "service_metrics": {"ranking-service": {"status": "degraded", "http_server_error_rate": 0.443, "metric_like_root": 0.443}, "feature-pipeline": {"status": "degraded", "http_server_error_rate": 0.0, "freshness_lag_seconds": 510, "queue_depth": 16196}}, "logs": {"ranking-service": ["MIMIC: ranking-service elevated but no diagnostic token"], "feature-pipeline": ["FAULT: feature-pipeline diagnostic token confirmed"]}}, "gold_action_sequence": [{"action": "inspect_pipeline_topology", "params": {"service": "feature-pipeline"}}, {"action": "get_metrics_detail", "params": {"service": "feature-pipeline"}}, {"action": "restart_pipeline_job", "params": {"service": "feature-pipeline"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "feature-pipeline"} |
| {"example_id": "5f86886a-1daa-4b50-83bf-aa75a9859b82", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] db-proxy elevated \u2014 investigate", "[WARNING] order-service fault detected"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.0873}, "order-service": {"status": "critical", "http_server_error_rate": 0.6997, "blocked_thread_count": 44, "wait_ratio": 1.0}}, "logs": {"db-proxy": ["[WARNING] db-proxy showing elevated latency (non-critical)"]}}, "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": "0857c4f6-bc8d-468f-9fad-02b4ee2f5636", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[CRITICAL] session-service elevated \u2014 root cause?", "[WARNING] user-service actual fault"], "service_metrics": {"session-service": {"status": "critical", "http_server_error_rate": 0.184}, "user-service": {"status": "critical", "http_server_error_rate": 0.5597, "db_replication_lag_seconds": 70}}, "logs": {"session-service": ["RED HERRING: session-service showing elevated errors \u2014 investigate first"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "redirect_reads_to_primary", "params": {"service": "user-service"}}, {"action": "force_replica_resync", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "0368463e-e9f5-40cc-91bf-680ebabca776", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] db-proxy elevated \u2014 investigate", "[WARNING] order-service fault detected"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.1135}, "order-service": {"status": "critical", "http_server_error_rate": 0.5729, "blocked_thread_count": 48, "wait_ratio": 0.92}}, "logs": {"db-proxy": ["[WARNING] db-proxy showing elevated latency (non-critical)"]}}, "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": "fd349782-18dd-4646-aa03-43a8a66fc1c4", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] payment-service fault detected", "[WARNING] payment-service actual fault"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.0873}, "payment-service": {"status": "critical", "http_server_error_rate": 0.9221, "sidecar_cert_rotation_status": "stale", "mtls_handshake_failure_rate": 0.9386}}, "logs": {"db-proxy": ["[INFO] db-proxy routine check 1", "[INFO] db-proxy routine check 2", "[DEBUG] db-proxy metrics nominal", "[INFO] db-proxy health check passed", "[DEBUG] db-proxy connection pool OK"], "payment-service": ["FAULT: payment-service critical error", "DIAG: payment-service diagnostic token present"]}}, "gold_action_sequence": [{"action": "inspect_mtls_status", "params": {"service": "payment-service"}}, {"action": "force_cert_rotation", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "17f614ea-b27f-4544-9376-2cd9af987526", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] config-service fault detected", "[CRITICAL] config-service root cause"], "service_metrics": {"redis-cluster": {"status": "degraded", "http_server_error_rate": 0.069}, "config-service": {"status": "critical", "http_server_error_rate": 0.4697, "config_data_age_seconds": 541, "consensus_leader_election_count": 4}}, "logs": {"redis-cluster": ["[INFO] redis-cluster routine check 1", "[INFO] redis-cluster routine check 2", "[DEBUG] redis-cluster metrics nominal", "[INFO] redis-cluster health check passed", "[DEBUG] redis-cluster connection pool OK"], "config-service": ["FAULT: config-service critical error", "DIAG: config-service diagnostic token present"]}}, "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": "13f69d72-a2d2-40aa-a73d-47f7f76f0504", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_gateway_rate_limit", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[CRITICAL] auth-service \u2014 immediate action required!", "[WARNING] api-gateway slight degradation", "[WARNING] api-gateway actual fault"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.6633}, "api-gateway": {"status": "critical", "http_server_error_rate": 0.9422, "rate_limit_rpm": 10}}, "logs": {"auth-service": ["RED HERRING: auth-service CRITICAL alert \u2014 appears severe"], "api-gateway": ["Real root: api-gateway WARNING \u2014 less visible but actual cause"]}}, "gold_action_sequence": [{"action": "fetch_logs", "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": "f3b6ab67-5674-4eee-9163-e46939249315", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_multiz_failover", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] api-gateway-az-a fault detected", "[CRITICAL] api-gateway-az-a root cause"], "service_metrics": {"api-gateway-az-c": {"status": "degraded", "http_server_error_rate": 0.1084}, "api-gateway-az-a": {"status": "critical", "http_server_error_rate": 0.8473, "az_a_load_factor": 2.1381639175393197, "hikaricp_timeout_rate": 0.45}}, "logs": {"api-gateway-az-c": ["[INFO] api-gateway-az-c routine check 1", "[INFO] api-gateway-az-c routine check 2", "[DEBUG] api-gateway-az-c metrics nominal", "[INFO] api-gateway-az-c health check passed", "[DEBUG] api-gateway-az-c connection pool OK"], "api-gateway-az-a": ["FAULT: api-gateway-az-a critical error", "DIAG: api-gateway-az-a diagnostic token present"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-a"}}, {"action": "rebalance_az_traffic", "params": {"service": "api-gateway-az-a"}}, {"action": "scale_az_capacity", "params": {"service": "api-gateway-az-a"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway-az-a"} |
| {"example_id": "0133c9cc-4b82-48ce-8fe6-981bb17b47a2", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_rbac_403", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] metrics-exporter elevated \u2014 investigate", "[WARNING] notification-service fault detected"], "service_metrics": {"metrics-exporter": {"status": "degraded", "http_server_error_rate": 0.0671}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.7874, "rbac_permission_status": "forbidden"}}, "logs": {"metrics-exporter": ["[WARNING] metrics-exporter showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "grant_rbac_permission", "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": "72f03a23-ef7d-4e14-b73f-78242040fad7", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_jwt_clock_skew", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] cache elevated \u2014 investigate", "[WARNING] auth-service fault detected"], "service_metrics": {"cache": {"status": "degraded", "http_server_error_rate": 0.0684}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.539, "system_clock_offset_seconds": -380}}, "logs": {"cache": ["[WARNING] cache showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "force_ntp_sync", "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"} |
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| {"example_id": "8df189c8-edf0-4165-ac44-5d7f5bdf6199", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_canary_false_alert", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[CRITICAL] fraud-detection-service elevated \u2014 root cause?", "[WARNING] checkout-service actual fault"], "service_metrics": {"fraud-detection-service": {"status": "critical", "http_server_error_rate": 0.1813}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.468, "canary_error_rate": 0.5963, "stable_error_rate": 0.018}}, "logs": {"fraud-detection-service": ["RED HERRING: fraud-detection-service showing elevated errors \u2014 investigate first"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "b58fc86a-7247-4c0a-9596-0dc8405b04e1", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[CRITICAL] ranking-service elevated \u2014 root cause?", "[CRITICAL] feature-pipeline root cause"], "service_metrics": {"ranking-service": {"status": "critical", "http_server_error_rate": 0.1394}, "feature-pipeline": {"status": "degraded", "http_server_error_rate": 0.0, "freshness_lag_seconds": 602, "queue_depth": 30003}}, "logs": {"ranking-service": ["RED HERRING: ranking-service showing elevated errors \u2014 investigate first"]}}, "gold_action_sequence": [{"action": "inspect_pipeline_topology", "params": {"service": "feature-pipeline"}}, {"action": "get_metrics_detail", "params": {"service": "feature-pipeline"}}, {"action": "restart_pipeline_job", "params": {"service": "feature-pipeline"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "feature-pipeline"} |
| {"example_id": "586791b5-09fd-47f2-962d-ec426b38c93b", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] cache elevated \u2014 investigate", "[WARNING] order-service fault detected"], "service_metrics": {"cache": {"status": "degraded", "http_server_error_rate": 0.0985}, "order-service": {"status": "critical", "http_server_error_rate": 0.7638, "blocked_thread_count": 43, "wait_ratio": 0.98}}, "logs": {"cache": ["[WARNING] cache showing elevated latency (non-critical)"]}}, "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": "6675e37e-7287-4176-b6f9-a65687b7265d", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] user-service fault detected", "[WARNING] user-service actual fault"], "service_metrics": {"session-service": {"status": "degraded", "http_server_error_rate": 0.1166}, "user-service": {"status": "critical", "http_server_error_rate": 0.5994, "db_replication_lag_seconds": 37}}, "logs": {"session-service": ["[INFO] session-service routine check 1", "[INFO] session-service routine check 2", "[DEBUG] session-service metrics nominal", "[INFO] session-service health check passed", "[DEBUG] session-service connection pool OK"], "user-service": ["FAULT: user-service critical error", "DIAG: user-service diagnostic token present"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "redirect_reads_to_primary", "params": {"service": "user-service"}}, {"action": "force_replica_resync", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "67328ee9-d895-456b-bd5a-d7cd1cac4702", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_noisy_neighbor", "tier": "easy", "fault_type": "oom", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] db-proxy elevated \u2014 investigate", "[WARNING] batch-processor fault detected"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.0952}, "batch-processor": {"status": "degraded", "http_server_error_rate": 0.1409, "noisy_pod_cpu_utilization": 0.92}}, "logs": {"db-proxy": ["[WARNING] db-proxy showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "batch-processor"}}, {"action": "evict_noisy_pod", "params": {"service": "batch-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "batch-processor"} |
| {"example_id": "49236a49-4857-4d05-a326-6f0007ab45fd", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_multiz_failover", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[CRITICAL] api-gateway-az-c elevated \u2014 root cause?", "[CRITICAL] api-gateway-az-a root cause"], "service_metrics": {"api-gateway-az-c": {"status": "critical", "http_server_error_rate": 0.2117}, "api-gateway-az-a": {"status": "critical", "http_server_error_rate": 0.8032, "az_a_load_factor": 2.4036627982824115, "hikaricp_timeout_rate": 0.43}}, "logs": {"api-gateway-az-c": ["RED HERRING: api-gateway-az-c showing elevated errors \u2014 investigate first"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-a"}}, {"action": "rebalance_az_traffic", "params": {"service": "api-gateway-az-a"}}, {"action": "scale_az_capacity", "params": {"service": "api-gateway-az-a"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway-az-a"} |
| {"example_id": "05cf36d8-37b0-429f-b38b-1937820ad642", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[CRITICAL] session-service \u2014 immediate action required!", "[WARNING] user-service slight degradation", "[WARNING] user-service actual fault"], "service_metrics": {"session-service": {"status": "critical", "http_server_error_rate": 0.7149}, "user-service": {"status": "critical", "http_server_error_rate": 0.64, "db_replication_lag_seconds": 74}}, "logs": {"session-service": ["RED HERRING: session-service CRITICAL alert \u2014 appears severe"], "user-service": ["Real root: user-service WARNING \u2014 less visible but actual cause"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "redirect_reads_to_primary", "params": {"service": "user-service"}}, {"action": "force_replica_resync", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "user-service"} |
| {"example_id": "73be4714-6753-4f09-a178-213d7ba2a201", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_noisy_neighbor", "tier": "easy", "fault_type": "oom", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] db-proxy elevated \u2014 investigate", "[WARNING] batch-processor fault detected"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.117}, "batch-processor": {"status": "degraded", "http_server_error_rate": 0.1904, "noisy_pod_cpu_utilization": 0.78}}, "logs": {"db-proxy": ["[WARNING] db-proxy showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "batch-processor"}}, {"action": "evict_noisy_pod", "params": {"service": "batch-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "batch-processor"} |
| {"example_id": "bff9298f-5543-40b3-8d3d-f6b308f1b64e", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_medium_gateway_rate_limit", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[CRITICAL] auth-service elevated \u2014 root cause?", "[WARNING] api-gateway actual fault"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.1206}, "api-gateway": {"status": "critical", "http_server_error_rate": 0.9095, "rate_limit_rpm": 12}}, "logs": {"auth-service": ["RED HERRING: auth-service showing elevated errors \u2014 investigate first"]}}, "gold_action_sequence": [{"action": "fetch_logs", "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": "4d493714-cec4-44b9-bf73-fdb03e30ce7c", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_cronjob_spike", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] metrics-exporter elevated \u2014 investigate", "[WARNING] analytics-service fault detected"], "service_metrics": {"metrics-exporter": {"status": "degraded", "http_server_error_rate": 0.0933}, "analytics-service": {"status": "degraded", "http_server_error_rate": 0.1974, "process_memory_utilization": 0.97}}, "logs": {"metrics-exporter": ["[WARNING] metrics-exporter showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "analytics-service"}}, {"action": "scale_replicas", "params": {"service": "analytics-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "analytics-service"} |
| {"example_id": "8de04f8b-ae4f-4e75-b2c7-59a29a8351c8", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[CRITICAL] redis-cluster mimicking fault signal", "[CRITICAL] config-service actual root cause", "[CRITICAL] config-service root cause"], "service_metrics": {"redis-cluster": {"status": "degraded", "http_server_error_rate": 0.4074, "metric_like_root": 0.4074}, "config-service": {"status": "critical", "http_server_error_rate": 0.6079, "config_data_age_seconds": 452, "consensus_leader_election_count": 4}}, "logs": {"redis-cluster": ["MIMIC: redis-cluster elevated but no diagnostic token"], "config-service": ["FAULT: config-service diagnostic token confirmed"]}}, "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": "b4eccdfd-e26c-46d2-9446-d742a6bfe2d3", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "red_herring_salience,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[CRITICAL] ranking-service mimicking fault signal", "[CRITICAL] feature-pipeline actual root cause", "[CRITICAL] feature-pipeline root cause"], "service_metrics": {"ranking-service": {"status": "degraded", "http_server_error_rate": 0.4332, "metric_like_root": 0.4332}, "feature-pipeline": {"status": "degraded", "http_server_error_rate": 0.0, "freshness_lag_seconds": 447, "queue_depth": 21565}}, "logs": {"ranking-service": ["MIMIC: ranking-service elevated but no diagnostic token"], "feature-pipeline": ["FAULT: feature-pipeline diagnostic token confirmed"]}}, "gold_action_sequence": [{"action": "inspect_pipeline_topology", "params": {"service": "feature-pipeline"}}, {"action": "get_metrics_detail", "params": {"service": "feature-pipeline"}}, {"action": "restart_pipeline_job", "params": {"service": "feature-pipeline"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "feature-pipeline"} |
| {"example_id": "9a59deec-f847-4ae7-a9ba-deecda5de39a", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_cronjob_spike", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] cache elevated \u2014 investigate", "[WARNING] analytics-service fault detected"], "service_metrics": {"cache": {"status": "degraded", "http_server_error_rate": 0.0625}, "analytics-service": {"status": "degraded", "http_server_error_rate": 0.1435, "process_memory_utilization": 0.93}}, "logs": {"cache": ["[WARNING] cache showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "analytics-service"}}, {"action": "scale_replicas", "params": {"service": "analytics-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "analytics-service"} |
| {"example_id": "650fcf80-f669-4a1d-9a1d-0e8685351d06", "source_script": "gen_09_mixed_rh_salience.py", "task_seed_id": "task_easy_jwt_clock_skew", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "red_herring_salience,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] metrics-exporter elevated \u2014 investigate", "[WARNING] auth-service fault detected"], "service_metrics": {"metrics-exporter": {"status": "degraded", "http_server_error_rate": 0.092}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.4266, "system_clock_offset_seconds": -340}}, "logs": {"metrics-exporter": ["[WARNING] metrics-exporter showing elevated latency (non-critical)"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "force_ntp_sync", "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"} |
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