reviewed/batch_018.jsonl

{"example_id": "0cc6d35c-dde5-426a-a074-135c8398b71d", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] api-gateway SLO burn 3.0\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.7510972288268286, "process_open_file_descriptors": 5}}, "logs": {"api-gateway": ["fault: task_hard_config_drift_noise"], "analytics-service": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "monitoring-agent": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "cache-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "db-proxy": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway"}
{"example_id": "41f90a57-d5e7-4a97-ba78-2417a374037c", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_oom_baseline", "tier": "easy", "fault_type": "oom", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] auth-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.22, "process_memory_utilization": 0.98, "restart_count": 6}}, "logs": {"auth-service": ["fault: task_easy_oom_baseline"], "load-balancer": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "db-proxy": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "scale_replicas", "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": "01e7d40c-f176-44d5-b8a8-964f475cf817", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] notification-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.6141924506388963, "last_deployment_age_seconds": 90, "runtime_thread_pool_queue_depth": 847}}, "logs": {"notification-service": ["fault: task_easy_quota_runaway"], "monitoring-agent": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "cache-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"}
{"example_id": "253c5948-c539-47c8-99ec-97ad5691bc99", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_partial_infra_asymmetric", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] db-proxy SLO burn 8.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.32464301253179817, "affected_service_count": 4}}, "logs": {"db-proxy": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "analytics-service": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "cache-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active.", "INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."]}}, "gold_action_sequence": [{"action": "inspect_infrastructure_topology", "params": {"service": "db-proxy"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "remediate_infrastructure", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "db-proxy"}
{"example_id": "12be9333-f5bd-4967-be51-e9b1ca13877c", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_partial_infra_asymmetric", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] db-proxy SLO burn 6.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.16618339326427173, "affected_service_count": 4}}, "logs": {"db-proxy": ["fault: task_hard_partial_infra_asymmetric"], "monitoring-agent": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "cache-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "load-balancer": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "analytics-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."]}}, "gold_action_sequence": [{"action": "inspect_infrastructure_topology", "params": {"service": "db-proxy"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "remediate_infrastructure", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "db-proxy"}
{"example_id": "8557af47-f0fc-4ee8-ac8e-7b495725d81b", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_grpc_deadline", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] order-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"order-service": {"status": "critical", "http_server_error_rate": 0.7401091833353561, "grpc_orphaned_call_rate": 0.55, "grpc_deadline_propagation_rate": 0.15}}, "logs": {"order-service": ["fault: task_medium_grpc_deadline"], "monitoring-agent": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."], "analytics-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "load-balancer": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "db-proxy": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "enable_deadline_propagation", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "order-service"}
{"example_id": "bd9fb3e7-a8c9-4850-95ed-1a7003502743", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_log_debug_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[WARNING] api-gateway SLO burn 3.2\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.7125591446973587, "process_disk_usage_ratio": 0.98, "application_log_level": "DEBUG"}}, "logs": {"api-gateway": ["fault: task_easy_log_debug_disk"], "monitoring-agent": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "cache-service": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."], "db-proxy": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "set_log_level", "params": {"service": "api-gateway, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "api-gateway"}
{"example_id": "93db20e6-373a-4268-a0a8-c034c15aa643", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_grpc_deadline", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] order-service SLO burn 7.0\u00d7/hr"], "service_metrics": {"order-service": {"status": "critical", "http_server_error_rate": 0.6041790640096136, "grpc_orphaned_call_rate": 0.8, "grpc_deadline_propagation_rate": 0.1}}, "logs": {"order-service": ["fault: task_medium_grpc_deadline"], "cache-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "analytics-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "load-balancer": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "db-proxy": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "enable_deadline_propagation", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "order-service"}
{"example_id": "c3c318da-9dbc-4d67-87db-beede0499c6f", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[WARNING] ml-inference-service SLO burn 8.0\u00d7/hr"], "service_metrics": {"ml-inference-service": {"status": "critical", "http_server_error_rate": 0.24278295782316978, "gpu_quota_utilization": 0.0, "cpu_fallback_response_bytes": 135}}, "logs": {"ml-inference-service": ["fault: task_hard_quota_cascade"], "analytics-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "db-proxy": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded.", "INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."]}}, "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": "f25d480d-ebe1-49d6-b217-f084d1afa7c2", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_oom_baseline", "tier": "easy", "fault_type": "oom", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] auth-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.15, "process_memory_utilization": 0.99, "restart_count": 2}}, "logs": {"auth-service": ["fault: task_easy_oom_baseline"], "analytics-service": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "monitoring-agent": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "scale_replicas", "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": "d3b1e6a7-914b-4743-8b16-b8a733136ec0", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[WARNING] notification-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.5404665310157031, "last_deployment_age_seconds": 240, "runtime_thread_pool_queue_depth": 420}}, "logs": {"notification-service": ["fault: task_easy_quota_runaway"], "db-proxy": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "analytics-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"}
{"example_id": "0a46a862-be60-4c50-9ef5-4911e4a7cc51", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_log_debug_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] api-gateway SLO burn 4.0\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.7081753095732742, "process_disk_usage_ratio": 0.94, "application_log_level": "DEBUG"}}, "logs": {"api-gateway": ["fault: task_easy_log_debug_disk"], "cache-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "db-proxy": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "set_log_level", "params": {"service": "api-gateway, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "api-gateway"}
{"example_id": "1bc26fbe-42e4-40f6-a185-ea6966eb98f0", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_grpc_deadline", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[WARNING] order-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"order-service": {"status": "critical", "http_server_error_rate": 0.8726610987210346, "grpc_orphaned_call_rate": 0.88, "grpc_deadline_propagation_rate": 0.0}}, "logs": {"order-service": ["fault: task_medium_grpc_deadline"], "analytics-service": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes.", "DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "db-proxy": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "enable_deadline_propagation", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "order-service"}
{"example_id": "571a3392-7a8a-40b9-b359-b4bc2ed48e9f", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] notification-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.6061131022242213, "last_deployment_age_seconds": 120, "runtime_thread_pool_queue_depth": 1400}}, "logs": {"notification-service": ["fault: task_easy_quota_runaway"], "db-proxy": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded.", "INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"}
{"example_id": "2ad51fcf-b91d-4900-b17c-450d53277866", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_grpc_deadline", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] order-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"order-service": {"status": "critical", "http_server_error_rate": 0.5245263422215686, "grpc_orphaned_call_rate": 0.65, "grpc_deadline_propagation_rate": 0.05}}, "logs": {"order-service": ["fault: task_medium_grpc_deadline"], "load-balancer": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "WARN [service-Z] Scheduled maintenance window starting in 30 minutes."], "db-proxy": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "enable_deadline_propagation", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "order-service"}
{"example_id": "e8ff1951-93b8-47c3-a629-8d986614656b", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] db-proxy SLO burn 3.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.5930906063511844, "system_clock_offset_seconds": 58, "auth_thread_pool_depth": 200, "jwt_rejection_rate": 0.75}}, "logs": {"db-proxy": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "analytics-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "cache-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy.", "DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"}
{"example_id": "d219b5a5-44ae-4004-8b95-10607e7eadf6", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[WARNING] db-proxy SLO burn 3.2\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.3261455825920133, "db_connection_pool_size": 5, "process_open_file_descriptors": 3800, "cache_memory_utilization": 0.72}}, "logs": {"db-proxy": ["fault: task_easy_alert_fatigue"], "analytics-service": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."], "monitoring-agent": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."]}}, "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": "170390cb-aad3-4d9f-8771-d0308c01af42", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_gateway_rate_limit", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] api-gateway SLO burn 2.2\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.1347306819370111, "rate_limit_rpm": 20}}, "logs": {"api-gateway": ["fault: task_medium_gateway_rate_limit"], "analytics-service": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded.", "DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "cache-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "db-proxy": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."]}}, "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": "f74421db-8e8e-4292-bc0e-863c2495ce18", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_gateway_rate_limit", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] api-gateway SLO burn 3.0\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.1284791257763931, "rate_limit_rpm": 12}}, "logs": {"api-gateway": ["fault: task_medium_gateway_rate_limit"], "monitoring-agent": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded.", "INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "db-proxy": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."]}}, "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": "47e4d086-d078-42c5-a0f6-58f29cc32909", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[WARNING] api-gateway SLO burn 8.0\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.5494191390116954, "process_open_file_descriptors": 4}}, "logs": {"api-gateway": ["fault: task_hard_config_drift_noise"], "load-balancer": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes.", "DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "db-proxy": ["DEBUG [service-W] Connection pool health check: 48/50 connections active.", "WARN [service-Z] Scheduled maintenance window starting in 30 minutes."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway"}
{"example_id": "10078183-5261-46a5-8b16-8a9b3c44c3fa", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_gateway_rate_limit", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[WARNING] api-gateway SLO burn 3.0\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.13432534157340192, "rate_limit_rpm": 15}}, "logs": {"api-gateway": ["fault: task_medium_gateway_rate_limit"], "monitoring-agent": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."], "db-proxy": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "load-balancer": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "DEBUG [service-W] Connection pool health check: 48/50 connections active."]}}, "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": "d37e374f-5a16-46d7-a398-a297f3679132", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_partial_infra_asymmetric", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[WARNING] db-proxy SLO burn 8.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.20881592031366894, "affected_service_count": 2}}, "logs": {"db-proxy": ["fault: task_hard_partial_infra_asymmetric"], "monitoring-agent": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded.", "WARN [service-Z] Scheduled maintenance window starting in 30 minutes.", "WARN [service-Z] Scheduled maintenance window starting in 30 minutes.", "INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."]}}, "gold_action_sequence": [{"action": "inspect_infrastructure_topology", "params": {"service": "db-proxy"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "remediate_infrastructure", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "db-proxy"}
{"example_id": "77b7b843-0dd3-4b1b-9912-f4dd01926bc4", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] db-proxy SLO burn 3.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.7071157302091862, "system_clock_offset_seconds": 58, "auth_thread_pool_depth": 350, "jwt_rejection_rate": 0.75}}, "logs": {"db-proxy": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "monitoring-agent": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "load-balancer": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "analytics-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"}
{"example_id": "2edd3db6-8a4f-49ee-a8e2-a9cb10aedf6c", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_corrupted_external_dep", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] user-service SLO burn 2.2\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.8026982546199827, "dependency_health_score": 0.33813684451653825}}, "logs": {"user-service": ["fault: task_medium_corrupted_external_dep"], "load-balancer": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded.", "DEBUG [service-W] Connection pool health check: 48/50 connections active."], "cache-service": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "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": "a97a4cf4-9f3b-4fd9-b1e9-2c50c7ca41a6", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_jwt_clock_skew", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] auth-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"auth-service": {"status": "degraded", "http_server_error_rate": 0.35027288646381133, "system_clock_offset_seconds": -340}}, "logs": {"auth-service": ["fault: task_easy_jwt_clock_skew"], "db-proxy": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."]}}, "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": "3b0b5d47-4784-4c81-84ea-bb9a375bd049", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_grpc_deadline", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] order-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"order-service": {"status": "critical", "http_server_error_rate": 0.7035124578834407, "grpc_orphaned_call_rate": 0.55, "grpc_deadline_propagation_rate": 0.15}}, "logs": {"order-service": ["fault: task_medium_grpc_deadline"], "cache-service": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "monitoring-agent": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "enable_deadline_propagation", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "order-service"}
{"example_id": "50b1fec5-00ce-4a10-829b-ea8a0d910a0c", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_oom_baseline", "tier": "easy", "fault_type": "oom", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] auth-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.18, "process_memory_utilization": 0.98, "restart_count": 7}}, "logs": {"auth-service": ["fault: task_easy_oom_baseline"], "cache-service": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes.", "DEBUG [service-W] Connection pool health check: 48/50 connections active."], "analytics-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "scale_replicas", "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": "93d8c6e6-b8dc-4275-9f69-bb73f2061c7a", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] ml-inference-service SLO burn 8.0\u00d7/hr"], "service_metrics": {"ml-inference-service": {"status": "critical", "http_server_error_rate": 0.21720641697146703, "gpu_quota_utilization": 0.0, "cpu_fallback_response_bytes": 108}}, "logs": {"ml-inference-service": ["fault: task_hard_quota_cascade"], "db-proxy": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "WARN [service-Z] Scheduled maintenance window starting in 30 minutes."], "analytics-service": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes.", "INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "monitoring-agent": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."]}}, "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": "11df1c28-2f63-4383-888e-5013b7755ba1", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] notification-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.6421100449870641, "last_deployment_age_seconds": 90, "runtime_thread_pool_queue_depth": 1100}}, "logs": {"notification-service": ["fault: task_easy_quota_runaway"], "load-balancer": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "monitoring-agent": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."], "db-proxy": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"}
{"example_id": "68657e83-5d2e-4fa3-ace7-daaa9b900ecb", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] ml-inference-service SLO burn 10.0\u00d7/hr"], "service_metrics": {"ml-inference-service": {"status": "critical", "http_server_error_rate": 0.09414177053123496, "gpu_quota_utilization": 0.0, "cpu_fallback_response_bytes": 157}}, "logs": {"ml-inference-service": ["fault: task_hard_quota_cascade"], "analytics-service": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "db-proxy": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "monitoring-agent": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "load-balancer": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."]}}, "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": "6bdc436d-f10e-43de-ba93-a2e3bca95dad", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_oom_baseline", "tier": "easy", "fault_type": "oom", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[WARNING] auth-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"auth-service": {"status": "critical", "http_server_error_rate": 0.15, "process_memory_utilization": 0.93, "restart_count": 7}}, "logs": {"auth-service": ["fault: task_easy_oom_baseline"], "cache-service": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "analytics-service": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "scale_replicas", "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": "6a948a06-a6cb-43d5-ab24-881ce72171a6", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_partial_infra_asymmetric", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[WARNING] db-proxy SLO burn 6.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.3945249393031953, "affected_service_count": 3}}, "logs": {"db-proxy": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy.", "DEBUG [service-W] Connection pool health check: 48/50 connections active."], "analytics-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "load-balancer": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."]}}, "gold_action_sequence": [{"action": "inspect_infrastructure_topology", "params": {"service": "db-proxy"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "remediate_infrastructure", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "db-proxy"}
{"example_id": "fd8eef4a-fc2a-47f5-bb9c-1222e53ab9ea", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_corrupted_external_dep", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] user-service SLO burn 2.2\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.5984976504650193, "dependency_health_score": 0.3078129693560343}}, "logs": {"user-service": ["fault: task_medium_corrupted_external_dep"], "analytics-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy.", "DEBUG [service-W] Connection pool health check: 48/50 connections active."], "db-proxy": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "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": "e728f896-33f1-485b-90db-6da95d9260b2", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] db-proxy SLO burn 5.8\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.7237396739344597, "system_clock_offset_seconds": 45, "auth_thread_pool_depth": 740, "jwt_rejection_rate": 0.55}}, "logs": {"db-proxy": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."], "cache-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy.", "DEBUG [service-W] Connection pool health check: 48/50 connections active.", "DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"}
{"example_id": "ce3f89d5-4695-4134-b927-e3ccaf81ed11", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[WARNING] db-proxy SLO burn 3.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.6147212699877769, "system_clock_offset_seconds": 42, "auth_thread_pool_depth": 520, "jwt_rejection_rate": 0.65}}, "logs": {"db-proxy": ["fault: task_medium_ntp_clock_drift"], "cache-service": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes.", "INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "analytics-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"}
{"example_id": "7f55c1dd-5274-4cd8-b7d4-fcccf5502c4b", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] db-proxy SLO burn 3.2\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.32185204652581845, "db_connection_pool_size": 3, "process_open_file_descriptors": 3200, "cache_memory_utilization": 0.68}}, "logs": {"db-proxy": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "monitoring-agent": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."]}}, "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": "9a5f6ed3-b5b1-4a83-8171-858a35108b9d", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_log_debug_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] api-gateway SLO burn 1.8\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.699278806638642, "process_disk_usage_ratio": 0.94, "application_log_level": "DEBUG"}}, "logs": {"api-gateway": ["fault: task_easy_log_debug_disk"], "db-proxy": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "load-balancer": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "cache-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "set_log_level", "params": {"service": "api-gateway, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "api-gateway"}
{"example_id": "fecc2c84-77d6-4dfc-be7d-21122deb1a9f", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[WARNING] db-proxy SLO burn 3.2\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.15498385812211674, "db_connection_pool_size": 4, "process_open_file_descriptors": 3200, "cache_memory_utilization": 0.82}}, "logs": {"db-proxy": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded.", "DEBUG [service-W] Connection pool health check: 48/50 connections active."], "cache-service": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."]}}, "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": "f20f10e2-bd30-4c05-b1b3-5d13d8228bb0", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_jwt_clock_skew", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] auth-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"auth-service": {"status": "degraded", "http_server_error_rate": 0.5614075255880262, "system_clock_offset_seconds": -420}}, "logs": {"auth-service": ["fault: task_easy_jwt_clock_skew"], "cache-service": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded.", "DEBUG [service-W] Connection pool health check: 48/50 connections active."], "monitoring-agent": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."]}}, "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": "07768624-ae6c-44d4-937d-6c7347767c70", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[WARNING] api-gateway SLO burn 4.5\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.7396819433536141, "process_open_file_descriptors": 6}}, "logs": {"api-gateway": ["fault: task_hard_config_drift_noise"], "analytics-service": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes.", "DEBUG [service-W] Connection pool health check: 48/50 connections active."], "monitoring-agent": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway"}
{"example_id": "9318ff55-da6b-4ce3-a9e3-2b9e2f0d1f88", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_corrupted_external_dep", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] user-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.6787232540157156, "dependency_health_score": 0.2759241111400811}}, "logs": {"user-service": ["fault: task_medium_corrupted_external_dep"], "load-balancer": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "monitoring-agent": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "analytics-service": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "cache-service": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "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": "e05edf4e-4e59-4e83-8635-52cf1981c570", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_gateway_rate_limit", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] api-gateway SLO burn 2.2\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.08533447381592865, "rate_limit_rpm": 12}}, "logs": {"api-gateway": ["fault: task_medium_gateway_rate_limit"], "monitoring-agent": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "analytics-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "load-balancer": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "cache-service": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."]}}, "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": "0f4dad71-ff50-43a1-95dc-725ca39cd6f6", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_corrupted_external_dep", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] user-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.6617948670205224, "dependency_health_score": 0.4200826718432191}}, "logs": {"user-service": ["fault: task_medium_corrupted_external_dep"], "cache-service": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."], "analytics-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "load-balancer": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "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": "72aa0ee1-afd2-425a-a37e-126b52ad5aff", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[INFO] notification-service: batch job running \u2014 CPU spike expected (every 4h)", "[WARNING] ml-inference-service SLO burn 8.0\u00d7/hr"], "service_metrics": {"ml-inference-service": {"status": "critical", "http_server_error_rate": 0.19971152792649918, "gpu_quota_utilization": 0.0, "cpu_fallback_response_bytes": 123}}, "logs": {"ml-inference-service": ["fault: task_hard_quota_cascade"], "load-balancer": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes.", "DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "monitoring-agent": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."], "db-proxy": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."]}}, "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": "9110166c-08ea-4206-b6e9-8a982e825cb0", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_jwt_clock_skew", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] auth-service SLO burn 4.0\u00d7/hr"], "service_metrics": {"auth-service": {"status": "degraded", "http_server_error_rate": 0.3228251431085123, "system_clock_offset_seconds": -270}}, "logs": {"auth-service": ["fault: task_easy_jwt_clock_skew"], "cache-service": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "monitoring-agent": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."]}}, "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": "67dc8908-04a7-43ca-95cb-c5699b3b0120", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_jwt_clock_skew", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[WARNING] auth-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"auth-service": {"status": "degraded", "http_server_error_rate": 0.6116174977567961, "system_clock_offset_seconds": -380}}, "logs": {"auth-service": ["fault: task_easy_jwt_clock_skew"], "analytics-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "db-proxy": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart).", "INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."]}}, "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": "5a34d867-1ca4-4a6a-8749-149f84f1ea40", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] analytics-service: scheduled backup running \u2014 disk I/O elevated (expected)", "[INFO] payment-service: PCI compliance scan running \u2014 latency may be slightly elevated", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] api-gateway SLO burn 8.0\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.7255247926429826, "process_open_file_descriptors": 2}}, "logs": {"api-gateway": ["fault: task_hard_config_drift_noise"], "db-proxy": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "load-balancer": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "monitoring-agent": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "analytics-service": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."], "cache-service": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway"}
{"example_id": "3036c574-59b2-435d-a18c-4c8ef401906d", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[INFO] cache-service: eviction rate 12/s \u2014 within normal traffic variance", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] load-balancer: health check latency 45ms (threshold 40ms) \u2014 1 pod", "[WARNING] db-proxy SLO burn 2.2\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.6749216480286896, "system_clock_offset_seconds": 58, "auth_thread_pool_depth": 200, "jwt_rejection_rate": 0.65}}, "logs": {"db-proxy": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "monitoring-agent": ["INFO [monitoring] Metric scrape succeeded for 47/49 pods (2 pods in restart)."], "load-balancer": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"}
{"example_id": "d619f0d2-9fbc-4982-906f-e77adba7a815", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] db-proxy: slow query log volume high \u2014 non-critical, monitoring only", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[INFO] api-gateway: connection pool refresh in progress \u2014 normal rolling refresh", "[WARNING] db-proxy SLO burn 4.0\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.2699685628728018, "db_connection_pool_size": 6, "process_open_file_descriptors": 4987, "cache_memory_utilization": 0.68}}, "logs": {"db-proxy": ["INFO [service-X] Heartbeat check passed. Latency: 0.8ms. All connections healthy."], "load-balancer": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."], "monitoring-agent": ["WARN [service-Z] Scheduled maintenance window starting in 30 minutes."]}}, "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": "f34bdfaa-4d7a-4a8d-89ad-383a0828728a", "source_script": "gen_19_mixed_high_noise.py", "task_seed_id": "task_easy_log_debug_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "noise_injection,metric_value,red_herring_salience", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[CRITICAL] monitoring-agent: failed to scrape metrics from 2 pods (transient network issue)", "[WARNING] user-service: GC collection triggered \u2014 heap at 58% (normal)", "[WARNING] auth-service: token refresh rate elevated 1.2\u00d7 baseline (high traffic event)", "[WARNING] api-gateway SLO burn 4.0\u00d7/hr"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.7057890259632096, "process_disk_usage_ratio": 0.97, "application_log_level": "DEBUG"}}, "logs": {"api-gateway": ["fault: task_easy_log_debug_disk"], "db-proxy": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "analytics-service": ["DEBUG [service-W] Connection pool health check: 48/50 connections active."], "monitoring-agent": ["DEBUG [service-Y] Cache warm-up complete. 14,200 keys loaded."]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "set_log_level", "params": {"service": "api-gateway, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "api-gateway"}