{"task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 3, "budget": 25.5, "escalation": "moderate", "alerts": ["ERROR: user-service health check degraded", "WARN: user-service error rate above threshold", "ERROR: user-service responses timing out"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.18, "requests_per_second": 65.0, "process_memory_utilization": 0.53}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"user-service": ["ERROR user-service request failed: connection timeout after 30s", "WARN  user-service request rate: 65 rpm, error rate 0.18", "ERROR user-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-service", "example_id": "8f4b4bc6-7973-4b21-9c6d-3e6738f0ea6f", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 6, "budget": 48.0, "escalation": "worsening", "alerts": ["ERROR: api-gateway-az-b health check degraded", "WARN: api-gateway-az-b error rate above threshold", "ERROR: api-gateway-az-b responses timing out", "CRITICAL: api-gateway-az-b error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "degraded", "http_server_error_rate": 0.38, "requests_per_second": 10, "process_memory_utilization": 0.25}}, "logs": {"api-gateway-az-b": ["ERROR api-gateway-az-b request failed: connection timeout after 30s", "WARN  api-gateway-az-b request rate: 50 rpm, error rate 0.38", "ERROR api-gateway-az-b upstream connection reset by peer", "FATAL api-gateway-az-b cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "api-gateway-az-b", "example_id": "3f67c1e1-91fc-46bf-9eb5-2ed9bbde241d", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 4, "budget": 24.0, "escalation": "moderate", "alerts": ["ERROR: payment-processor health check degraded", "WARN: payment-processor error rate above threshold", "ERROR: payment-processor responses timing out"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "degraded", "http_server_error_rate": 0.24, "requests_per_second": 10, "process_memory_utilization": 0.45}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-processor": ["ERROR payment-processor request failed: connection timeout after 30s", "WARN  payment-processor request rate: 60 rpm, error rate 0.24", "ERROR payment-processor upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-processor", "example_id": "1c0a5912-e498-4000-9e82-e3188b716e63", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_cert_expiry", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 2, "budget": 27.0, "escalation": "mild", "alerts": ["ERROR: payment-service health check degraded", "WARN: payment-service error rate above threshold"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-service": ["ERROR payment-service request failed: connection timeout after 30s", "WARN  payment-service request rate: 70 rpm, error rate 0.12", "ERROR payment-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "rotate_tls_certificate", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service", "example_id": "30cb95d6-9421-481e-be63-3e9a759f091b", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_redis_split_brain", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 8, "budget": 96.0, "escalation": "acute", "alerts": ["ERROR: cache health check degraded", "WARN: cache error rate above threshold", "ERROR: cache responses timing out", "CRITICAL: cache error rate elevated", "ALERT: cascading latency detected in cache", "CRITICAL: cache partially unreachable"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"cache": ["ERROR cache request failed: connection timeout after 30s", "WARN  cache request rate: 40 rpm, error rate 0.3", "ERROR cache upstream connection reset by peer", "FATAL cache cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "inspect_cluster_topology", "params": {"service": "redis-cluster"}}, {"action": "flush_diverged_keys", "params": {"service": "redis-cluster"}}, {"action": "force_cluster_resync", "params": {"service": "redis-cluster"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "cache", "example_id": "62743f85-cc8e-4866-b0e9-53b2831ff220", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "incremental_difficulty", "observation": {"tick": 12, "budget": 84.0, "escalation": "acute", "alerts": ["ERROR: feature-pipeline health check degraded", "WARN: feature-pipeline error rate above threshold", "ERROR: feature-pipeline responses timing out", "CRITICAL: feature-pipeline error rate elevated", "ALERT: cascading latency detected in feature-pipeline", "CRITICAL: feature-pipeline partially unreachable", "ERROR: notification-service health check degraded [RED HERRING]"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "critical", "http_server_error_rate": 0.74, "requests_per_second": 10, "process_memory_utilization": 0.64}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"feature-pipeline": ["ERROR feature-pipeline request failed: connection timeout after 30s", "WARN  feature-pipeline request rate: 20 rpm, error rate 0.74", "ERROR feature-pipeline upstream connection reset by peer", "FATAL feature-pipeline cannot establish connection to backend", "CRITICAL feature-pipeline heap overflow detected, restarting"], "notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "feature-pipeline", "example_id": "835050ee-55bd-4f3e-8e87-8364f514c936", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "incremental_difficulty", "observation": {"tick": 18, "budget": 66.0, "escalation": "critical", "alerts": ["ERROR: feature-pipeline health check degraded", "WARN: feature-pipeline error rate above threshold", "ERROR: feature-pipeline responses timing out", "CRITICAL: feature-pipeline error rate elevated", "ALERT: cascading latency detected in feature-pipeline", "CRITICAL: feature-pipeline partially unreachable", "EMERGENCY: SLO breach imminent for feature-pipeline", "EMERGENCY: multiple services degraded, feature-pipeline critical", "ERROR: audit-log health check degraded [RED HERRING]"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "critical", "http_server_error_rate": 0.78, "requests_per_second": 10, "process_memory_utilization": 0.64}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"feature-pipeline": ["ERROR feature-pipeline request failed: connection timeout after 30s", "WARN  feature-pipeline request rate: 5 rpm, error rate 0.78", "ERROR feature-pipeline upstream connection reset by peer", "FATAL feature-pipeline cannot establish connection to backend", "CRITICAL feature-pipeline heap overflow detected, restarting"], "notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "feature-pipeline", "example_id": "f912a596-7961-472c-ad30-da27aa9dd21e", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_cert_expiry", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 2, "budget": 27.0, "escalation": "mild", "alerts": ["ERROR: payment-service health check degraded", "WARN: payment-service error rate above threshold"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-service": ["ERROR payment-service request failed: connection timeout after 30s", "WARN  payment-service request rate: 70 rpm, error rate 0.12", "ERROR payment-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "rotate_tls_certificate", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service", "example_id": "b5122d5c-d480-4afa-9e46-36bbe43a71cf", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 10, "budget": 40.0, "escalation": "severe", "alerts": ["ERROR: payment-service health check degraded", "WARN: payment-service error rate above threshold", "ERROR: payment-service responses timing out", "CRITICAL: payment-service error rate elevated", "ALERT: cascading latency detected in payment-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-service": ["ERROR payment-service request failed: connection timeout after 30s", "WARN  payment-service request rate: 30 rpm, error rate 0.74", "ERROR payment-service upstream connection reset by peer", "FATAL payment-service cannot establish connection to backend"], "notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "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": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service", "example_id": "fe0c3f61-1a5d-4474-a9cb-8b45f81493cb", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 4, "budget": 24.0, "escalation": "moderate", "alerts": ["ERROR: payment-processor health check degraded", "WARN: payment-processor error rate above threshold", "ERROR: payment-processor responses timing out"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "degraded", "http_server_error_rate": 0.24, "requests_per_second": 10, "process_memory_utilization": 0.45}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-processor": ["ERROR payment-processor request failed: connection timeout after 30s", "WARN  payment-processor request rate: 60 rpm, error rate 0.24", "ERROR payment-processor upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-processor", "example_id": "45c0e962-def7-41dc-b640-30a52e1abc2a", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 8, "budget": 96.0, "escalation": "acute", "alerts": ["ERROR: config-service health check degraded", "WARN: config-service error rate above threshold", "ERROR: config-service responses timing out", "CRITICAL: config-service error rate elevated", "ALERT: cascading latency detected in config-service", "CRITICAL: config-service partially unreachable"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "degraded", "http_server_error_rate": 0.3, "requests_per_second": 10, "process_memory_utilization": 0.39}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"config-service": ["ERROR config-service request failed: connection timeout after 30s", "WARN  config-service request rate: 40 rpm, error rate 0.3", "ERROR config-service upstream connection reset by peer", "FATAL config-service cannot establish connection to backend"], "notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "config-service", "example_id": "a197512e-bd70-49ac-8683-1bc7ba535e11", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_redis_split_brain", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 15, "budget": 75.0, "escalation": "critical", "alerts": ["ERROR: cache health check degraded", "WARN: cache error rate above threshold", "ERROR: cache responses timing out", "CRITICAL: cache error rate elevated", "ALERT: cascading latency detected in cache", "CRITICAL: cache partially unreachable", "EMERGENCY: SLO breach imminent for cache", "ERROR: audit-log health check degraded [RED HERRING]"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"cache": ["ERROR cache request failed: connection timeout after 30s", "WARN  cache request rate: 5 rpm, error rate 0.78", "ERROR cache upstream connection reset by peer", "FATAL cache cannot establish connection to backend", "CRITICAL cache heap overflow detected, restarting"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "inspect_cluster_topology", "params": {"service": "redis-cluster"}}, {"action": "flush_diverged_keys", "params": {"service": "redis-cluster"}}, {"action": "force_cluster_resync", "params": {"service": "redis-cluster"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "cache", "example_id": "4c1978ef-be6d-4fba-88b5-e9f0c4796259", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 12, "budget": 36.0, "escalation": "severe", "alerts": ["ERROR: db-proxy health check degraded", "WARN: db-proxy error rate above threshold", "ERROR: db-proxy responses timing out", "CRITICAL: db-proxy error rate elevated", "ALERT: cascading latency detected in db-proxy", "CRITICAL: db-proxy partially unreachable"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"db-proxy": ["ERROR db-proxy request failed: connection timeout after 30s", "WARN  db-proxy request rate: 20 rpm, error rate 0.78", "ERROR db-proxy upstream connection reset by peer", "FATAL db-proxy cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "db-proxy", "example_id": "eefc5881-e941-4fbb-8183-cabd8ba02e32", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 10, "budget": 40.0, "escalation": "severe", "alerts": ["ERROR: notification-service health check degraded", "WARN: notification-service error rate above threshold", "ERROR: notification-service responses timing out", "CRITICAL: notification-service error rate elevated", "ALERT: cascading latency detected in notification-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "critical", "http_server_error_rate": 0.55, "requests_per_second": 10, "process_memory_utilization": 0.5}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"notification-service": ["ERROR notification-service request failed: connection timeout after 30s", "WARN  notification-service request rate: 30 rpm, error rate 0.74", "ERROR notification-service upstream connection reset by peer", "FATAL notification-service cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service", "example_id": "0c7c29f4-15d9-41b3-8230-135265ab2780", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 8, "budget": 44.0, "escalation": "severe", "alerts": ["ERROR: user-service health check degraded", "WARN: user-service error rate above threshold", "ERROR: user-service responses timing out", "CRITICAL: user-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "critical", "http_server_error_rate": 0.55, "requests_per_second": 34.0, "process_memory_utilization": 0.69}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"user-service": ["ERROR user-service request failed: connection timeout after 30s", "WARN  user-service request rate: 40 rpm, error rate 0.56", "ERROR user-service upstream connection reset by peer", "FATAL user-service cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "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": 1.0}, "suboptimal_paths": [], "fault_service": "user-service", "example_id": "0ffd18ba-a7b8-4982-9852-e99cd185fb03", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 10, "budget": 40.0, "escalation": "severe", "alerts": ["ERROR: notification-service health check degraded", "WARN: notification-service error rate above threshold", "ERROR: notification-service responses timing out", "CRITICAL: notification-service error rate elevated", "ALERT: cascading latency detected in notification-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "critical", "http_server_error_rate": 0.55, "requests_per_second": 10, "process_memory_utilization": 0.5}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service", "example_id": "7bae23aa-b404-4424-853c-2ce565f35937", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 2, "budget": 27.0, "escalation": "mild", "alerts": ["ERROR: inventory-service health check degraded", "WARN: inventory-service error rate above threshold"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.12, "requests_per_second": 25.0, "process_memory_utilization": 0.41}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"inventory-service": ["ERROR inventory-service request failed: connection timeout after 30s", "WARN  inventory-service request rate: 70 rpm, error rate 0.12", "ERROR inventory-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "inventory-service", "example_id": "fc0c55db-66e8-4997-9ad5-23ef62316d9b", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 4, "budget": 24.0, "escalation": "moderate", "alerts": ["ERROR: user-service health check degraded", "WARN: user-service error rate above threshold", "ERROR: user-service responses timing out"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "degraded", "http_server_error_rate": 0.24, "requests_per_second": 59.0, "process_memory_utilization": 0.57}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"user-service": ["ERROR user-service request failed: connection timeout after 30s", "WARN  user-service request rate: 60 rpm, error rate 0.24", "ERROR user-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-service", "example_id": "d95bd8c3-86f5-4d73-9e18-b27209a35256", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 5, "budget": 22.5, "escalation": "moderate", "alerts": ["ERROR: payment-processor health check degraded", "WARN: payment-processor error rate above threshold", "ERROR: payment-processor responses timing out", "CRITICAL: payment-processor error rate 0.28"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "degraded", "http_server_error_rate": 0.28, "requests_per_second": 10, "process_memory_utilization": 0.47}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-processor": ["ERROR payment-processor request failed: connection timeout after 30s", "WARN  payment-processor request rate: 55 rpm, error rate 0.3", "ERROR payment-processor upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-processor", "example_id": "99076a5a-849a-499c-b2a5-5b6529c9ba4b", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 6, "budget": 48.0, "escalation": "worsening", "alerts": ["ERROR: api-gateway-az-b health check degraded", "WARN: api-gateway-az-b error rate above threshold", "ERROR: api-gateway-az-b responses timing out", "CRITICAL: api-gateway-az-b error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "degraded", "http_server_error_rate": 0.38, "requests_per_second": 10, "process_memory_utilization": 0.25}}, "logs": {"api-gateway-az-b": ["ERROR api-gateway-az-b request failed: connection timeout after 30s", "WARN  api-gateway-az-b request rate: 50 rpm, error rate 0.38", "ERROR api-gateway-az-b upstream connection reset by peer", "FATAL api-gateway-az-b cannot establish connection to backend"], "notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "api-gateway-az-b", "example_id": "124c4ed7-7e48-4e87-9edb-7ec508ee0441", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 3, "budget": 25.5, "escalation": "moderate", "alerts": ["ERROR: payment-processor health check degraded", "WARN: payment-processor error rate above threshold", "ERROR: payment-processor responses timing out"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.18, "requests_per_second": 10, "process_memory_utilization": 0.41}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-processor": ["ERROR payment-processor request failed: connection timeout after 30s", "WARN  payment-processor request rate: 65 rpm, error rate 0.18", "ERROR payment-processor upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-processor", "example_id": "346d6b65-45b6-4824-8b55-e8dc4e180fac", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 8, "budget": 44.0, "escalation": "severe", "alerts": ["ERROR: user-service health check degraded", "WARN: user-service error rate above threshold", "ERROR: user-service responses timing out", "CRITICAL: user-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "critical", "http_server_error_rate": 0.55, "requests_per_second": 34.0, "process_memory_utilization": 0.69}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"user-service": ["ERROR user-service request failed: connection timeout after 30s", "WARN  user-service request rate: 40 rpm, error rate 0.56", "ERROR user-service upstream connection reset by peer", "FATAL user-service cannot establish connection to backend"], "notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "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": 1.0}, "suboptimal_paths": [], "fault_service": "user-service", "example_id": "98eecbca-6f68-4763-9a3b-677efec41c6c", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 4, "budget": 24.0, "escalation": "moderate", "alerts": ["ERROR: order-service health check degraded", "WARN: order-service error rate above threshold", "ERROR: order-service responses timing out"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "degraded", "http_server_error_rate": 0.24, "requests_per_second": 25.0, "process_memory_utilization": 0.51}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"order-service": ["ERROR order-service request failed: connection timeout after 30s", "WARN  order-service request rate: 60 rpm, error rate 0.24", "ERROR order-service upstream connection reset by peer"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "order-service", "example_id": "fd06c099-d23c-4574-88eb-18c081c58311", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 12, "budget": 36.0, "escalation": "severe", "alerts": ["ERROR: notification-service health check degraded", "WARN: notification-service error rate above threshold", "ERROR: notification-service responses timing out", "CRITICAL: notification-service error rate elevated", "ALERT: cascading latency detected in notification-service", "CRITICAL: notification-service partially unreachable"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "critical", "http_server_error_rate": 0.55, "requests_per_second": 10, "process_memory_utilization": 0.5}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service", "example_id": "9650d7f4-7c34-4c9f-8930-a45cb6cd4d40", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 12, "budget": 36.0, "escalation": "severe", "alerts": ["ERROR: payment-service health check degraded", "WARN: payment-service error rate above threshold", "ERROR: payment-service responses timing out", "CRITICAL: payment-service error rate elevated", "ALERT: cascading latency detected in payment-service", "CRITICAL: payment-service partially unreachable"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-service": ["ERROR payment-service request failed: connection timeout after 30s", "WARN  payment-service request rate: 20 rpm, error rate 0.78", "ERROR payment-service upstream connection reset by peer", "FATAL payment-service cannot establish connection to backend"], "notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "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": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service", "example_id": "459106ab-b62c-4681-b7c3-6592e237a173", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 5, "budget": 22.5, "escalation": "moderate", "alerts": ["ERROR: order-service health check degraded", "WARN: order-service error rate above threshold", "ERROR: order-service responses timing out", "CRITICAL: order-service error rate 0.28"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "degraded", "http_server_error_rate": 0.28, "requests_per_second": 25.0, "process_memory_utilization": 0.53}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"order-service": ["ERROR order-service request failed: connection timeout after 30s", "WARN  order-service request rate: 55 rpm, error rate 0.3", "ERROR order-service upstream connection reset by peer"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "order-service", "example_id": "5fd56aff-3a48-4540-bcd7-88a01deb2c18", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 6, "budget": 48.0, "escalation": "worsening", "alerts": ["ERROR: api-gateway-az-b health check degraded", "WARN: api-gateway-az-b error rate above threshold", "ERROR: api-gateway-az-b responses timing out", "CRITICAL: api-gateway-az-b error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "degraded", "http_server_error_rate": 0.38, "requests_per_second": 10, "process_memory_utilization": 0.25}}, "logs": {"api-gateway-az-b": ["ERROR api-gateway-az-b request failed: connection timeout after 30s", "WARN  api-gateway-az-b request rate: 50 rpm, error rate 0.38", "ERROR api-gateway-az-b upstream connection reset by peer", "FATAL api-gateway-az-b cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "api-gateway-az-b", "example_id": "01a476cf-6e84-4d2f-b4e4-daf33bd5cab3", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 10, "budget": 90.0, "escalation": "acute", "alerts": ["ERROR: config-service health check degraded", "WARN: config-service error rate above threshold", "ERROR: config-service responses timing out", "CRITICAL: config-service error rate elevated", "ALERT: cascading latency detected in config-service", "CRITICAL: config-service partially unreachable"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "critical", "http_server_error_rate": 0.52, "requests_per_second": 10, "process_memory_utilization": 0.51}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"config-service": ["ERROR config-service request failed: connection timeout after 30s", "WARN  config-service request rate: 30 rpm, error rate 0.52", "ERROR config-service upstream connection reset by peer", "FATAL config-service cannot establish connection to backend"], "notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "config-service", "example_id": "d93f1df1-90cb-4047-9f1d-05bef42bb7c4", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 4, "budget": 24.0, "escalation": "moderate", "alerts": ["ERROR: user-service health check degraded", "WARN: user-service error rate above threshold", "ERROR: user-service responses timing out"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "degraded", "http_server_error_rate": 0.24, "requests_per_second": 59.0, "process_memory_utilization": 0.57}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"user-service": ["ERROR user-service request failed: connection timeout after 30s", "WARN  user-service request rate: 60 rpm, error rate 0.24", "ERROR user-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-service", "example_id": "9eb03339-6e70-4674-8e81-d7e4356971f0", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 3, "budget": 25.5, "escalation": "moderate", "alerts": ["ERROR: user-service health check degraded", "WARN: user-service error rate above threshold", "ERROR: user-service responses timing out"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.18, "requests_per_second": 65.0, "process_memory_utilization": 0.53}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"user-service": ["ERROR user-service request failed: connection timeout after 30s", "WARN  user-service request rate: 65 rpm, error rate 0.18", "ERROR user-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "user-service", "example_id": "f8dd365b-6be5-4338-bea0-fb29d3c561ff", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 12, "budget": 36.0, "escalation": "severe", "alerts": ["ERROR: notification-service health check degraded", "WARN: notification-service error rate above threshold", "ERROR: notification-service responses timing out", "CRITICAL: notification-service error rate elevated", "ALERT: cascading latency detected in notification-service", "CRITICAL: notification-service partially unreachable"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "critical", "http_server_error_rate": 0.55, "requests_per_second": 10, "process_memory_utilization": 0.5}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service", "example_id": "31af1162-5d7a-407c-ab78-c6801e8f5af3", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 8, "budget": 44.0, "escalation": "severe", "alerts": ["ERROR: db-proxy health check degraded", "WARN: db-proxy error rate above threshold", "ERROR: db-proxy responses timing out", "CRITICAL: db-proxy error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"db-proxy": ["ERROR db-proxy request failed: connection timeout after 30s", "WARN  db-proxy request rate: 40 rpm, error rate 0.56", "ERROR db-proxy upstream connection reset by peer", "FATAL db-proxy cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "db-proxy", "example_id": "599ca37d-e99d-4e2e-8e6e-c7f1747d4002", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 18, "budget": 66.0, "escalation": "critical", "alerts": ["ERROR: config-service health check degraded", "WARN: config-service error rate above threshold", "ERROR: config-service responses timing out", "CRITICAL: config-service error rate elevated", "ALERT: cascading latency detected in config-service", "CRITICAL: config-service partially unreachable", "EMERGENCY: SLO breach imminent for config-service", "EMERGENCY: multiple services degraded, config-service critical", "ERROR: notification-service health check degraded [RED HERRING]"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "critical", "http_server_error_rate": 0.78, "requests_per_second": 10, "process_memory_utilization": 0.59}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"config-service": ["ERROR config-service request failed: connection timeout after 30s", "WARN  config-service request rate: 5 rpm, error rate 0.78", "ERROR config-service upstream connection reset by peer", "FATAL config-service cannot establish connection to backend", "CRITICAL config-service heap overflow detected, restarting"], "notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "config-service", "example_id": "a180d657-bf88-49a4-8660-1b7b420e137f", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 3, "budget": 25.5, "escalation": "moderate", "alerts": ["ERROR: inventory-service health check degraded", "WARN: inventory-service error rate above threshold", "ERROR: inventory-service responses timing out"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.18, "requests_per_second": 17.0, "process_memory_utilization": 0.45}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"inventory-service": ["ERROR inventory-service request failed: connection timeout after 30s", "WARN  inventory-service request rate: 65 rpm, error rate 0.18", "ERROR inventory-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "inventory-service", "example_id": "1dd5dacd-db95-43ed-b65a-e4e9163d2422", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_redis_split_brain", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 15, "budget": 75.0, "escalation": "critical", "alerts": ["ERROR: cache health check degraded", "WARN: cache error rate above threshold", "ERROR: cache responses timing out", "CRITICAL: cache error rate elevated", "ALERT: cascading latency detected in cache", "CRITICAL: cache partially unreachable", "EMERGENCY: SLO breach imminent for cache", "ERROR: audit-log health check degraded [RED HERRING]"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"cache": ["ERROR cache request failed: connection timeout after 30s", "WARN  cache request rate: 5 rpm, error rate 0.78", "ERROR cache upstream connection reset by peer", "FATAL cache cannot establish connection to backend", "CRITICAL cache heap overflow detected, restarting"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "inspect_cluster_topology", "params": {"service": "redis-cluster"}}, {"action": "flush_diverged_keys", "params": {"service": "redis-cluster"}}, {"action": "force_cluster_resync", "params": {"service": "redis-cluster"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "cache", "example_id": "174cd441-2a84-44ab-95f8-6c320c5c22a3", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "incremental_difficulty", "observation": {"tick": 8, "budget": 96.0, "escalation": "acute", "alerts": ["ERROR: feature-pipeline health check degraded", "WARN: feature-pipeline error rate above threshold", "ERROR: feature-pipeline responses timing out", "CRITICAL: feature-pipeline error rate elevated", "ALERT: cascading latency detected in feature-pipeline", "CRITICAL: feature-pipeline partially unreachable"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "degraded", "http_server_error_rate": 0.3, "requests_per_second": 10, "process_memory_utilization": 0.44}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"feature-pipeline": ["ERROR feature-pipeline request failed: connection timeout after 30s", "WARN  feature-pipeline request rate: 40 rpm, error rate 0.3", "ERROR feature-pipeline upstream connection reset by peer", "FATAL feature-pipeline cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "feature-pipeline", "example_id": "c6f482bd-9970-47fb-823e-2aacc799c391", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 6, "budget": 48.0, "escalation": "worsening", "alerts": ["ERROR: payment-service health check degraded", "WARN: payment-service error rate above threshold", "ERROR: payment-service responses timing out", "CRITICAL: payment-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-service": ["ERROR payment-service request failed: connection timeout after 30s", "WARN  payment-service request rate: 50 rpm, error rate 0.38", "ERROR payment-service upstream connection reset by peer", "FATAL payment-service cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "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": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service", "example_id": "e527c0f8-5b7f-41d7-91b8-af972c22f9cd", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "incremental_difficulty", "observation": {"tick": 8, "budget": 96.0, "escalation": "acute", "alerts": ["ERROR: feature-pipeline health check degraded", "WARN: feature-pipeline error rate above threshold", "ERROR: feature-pipeline responses timing out", "CRITICAL: feature-pipeline error rate elevated", "ALERT: cascading latency detected in feature-pipeline", "CRITICAL: feature-pipeline partially unreachable"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "degraded", "http_server_error_rate": 0.3, "requests_per_second": 10, "process_memory_utilization": 0.44}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"feature-pipeline": ["ERROR feature-pipeline request failed: connection timeout after 30s", "WARN  feature-pipeline request rate: 40 rpm, error rate 0.3", "ERROR feature-pipeline upstream connection reset by peer", "FATAL feature-pipeline cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "feature-pipeline", "example_id": "aa354480-73c0-438d-8e73-5a7b2861118e", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 4, "budget": 24.0, "escalation": "moderate", "alerts": ["ERROR: inventory-service health check degraded", "WARN: inventory-service error rate above threshold", "ERROR: inventory-service responses timing out"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "degraded", "http_server_error_rate": 0.24, "requests_per_second": 11.0, "process_memory_utilization": 0.49}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"inventory-service": ["ERROR inventory-service request failed: connection timeout after 30s", "WARN  inventory-service request rate: 60 rpm, error rate 0.24", "ERROR inventory-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "inventory-service", "example_id": "402162f1-1601-4717-bae9-c9f948bfd250", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_redis_split_brain", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 12, "budget": 84.0, "escalation": "acute", "alerts": ["ERROR: cache health check degraded", "WARN: cache error rate above threshold", "ERROR: cache responses timing out", "CRITICAL: cache error rate elevated", "ALERT: cascading latency detected in cache", "CRITICAL: cache partially unreachable", "ERROR: notification-service health check degraded [RED HERRING]"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"cache": ["ERROR cache request failed: connection timeout after 30s", "WARN  cache request rate: 20 rpm, error rate 0.74", "ERROR cache upstream connection reset by peer", "FATAL cache cannot establish connection to backend", "CRITICAL cache heap overflow detected, restarting"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "inspect_cluster_topology", "params": {"service": "redis-cluster"}}, {"action": "flush_diverged_keys", "params": {"service": "redis-cluster"}}, {"action": "force_cluster_resync", "params": {"service": "redis-cluster"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "cache", "example_id": "45d3a419-6e02-4b52-99f9-4e52c59dddc4", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 10, "budget": 90.0, "escalation": "acute", "alerts": ["ERROR: config-service health check degraded", "WARN: config-service error rate above threshold", "ERROR: config-service responses timing out", "CRITICAL: config-service error rate elevated", "ALERT: cascading latency detected in config-service", "CRITICAL: config-service partially unreachable"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "critical", "http_server_error_rate": 0.52, "requests_per_second": 10, "process_memory_utilization": 0.51}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"config-service": ["ERROR config-service request failed: connection timeout after 30s", "WARN  config-service request rate: 30 rpm, error rate 0.52", "ERROR config-service upstream connection reset by peer", "FATAL config-service cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "config-service", "example_id": "fce44741-466d-4bb3-af79-744f45f9879e", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_cert_expiry", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 5, "budget": 22.5, "escalation": "moderate", "alerts": ["ERROR: payment-service health check degraded", "WARN: payment-service error rate above threshold", "ERROR: payment-service responses timing out", "CRITICAL: payment-service error rate 0.28"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-service": ["ERROR payment-service request failed: connection timeout after 30s", "WARN  payment-service request rate: 55 rpm, error rate 0.3", "ERROR payment-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "rotate_tls_certificate", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service", "example_id": "56babcdc-072a-429c-ab7b-d7ec645fe429", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 1, "budget": 28.5, "escalation": "mild", "alerts": ["ERROR: inventory-service health check degraded", "WARN: inventory-service error rate above threshold"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.06, "requests_per_second": 33.0, "process_memory_utilization": 0.37}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"inventory-service": ["ERROR inventory-service request failed: connection timeout after 30s", "WARN  inventory-service request rate: 75 rpm, error rate 0.06", "ERROR inventory-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "inventory-service", "example_id": "4f24aab2-27a6-4162-820b-8eae11042be1", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 6, "budget": 48.0, "escalation": "worsening", "alerts": ["ERROR: user-service health check degraded", "WARN: user-service error rate above threshold", "ERROR: user-service responses timing out", "CRITICAL: user-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "degraded", "http_server_error_rate": 0.38, "requests_per_second": 54.0, "process_memory_utilization": 0.66}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"user-service": ["ERROR user-service request failed: connection timeout after 30s", "WARN  user-service request rate: 50 rpm, error rate 0.38", "ERROR user-service upstream connection reset by peer", "FATAL user-service cannot establish connection to backend"], "notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "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": 1.0}, "suboptimal_paths": [], "fault_service": "user-service", "example_id": "f638c4d0-2f68-4af4-b4b8-1e62b4f47d27", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 4, "budget": 52.0, "escalation": "worsening", "alerts": ["ERROR: payment-service health check degraded", "WARN: payment-service error rate above threshold", "ERROR: payment-service responses timing out", "CRITICAL: payment-service error rate elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-service": ["ERROR payment-service request failed: connection timeout after 30s", "WARN  payment-service request rate: 60 rpm, error rate 0.2", "ERROR payment-service upstream connection reset by peer", "FATAL payment-service cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "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": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service", "example_id": "2068770e-a777-48ef-a7ec-8649ccefa725", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_cert_expiry", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "incremental_difficulty", "observation": {"tick": 1, "budget": 28.5, "escalation": "mild", "alerts": ["ERROR: payment-service health check degraded", "WARN: payment-service error rate above threshold"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"payment-service": ["ERROR payment-service request failed: connection timeout after 30s", "WARN  payment-service request rate: 75 rpm, error rate 0.06", "ERROR payment-service upstream connection reset by peer"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "rotate_tls_certificate", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service", "example_id": "0d87f093-f311-4797-ab6e-61841b132b14", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 5, "budget": 22.5, "escalation": "moderate", "alerts": ["ERROR: order-service health check degraded", "WARN: order-service error rate above threshold", "ERROR: order-service responses timing out", "CRITICAL: order-service error rate 0.28"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "degraded", "http_server_error_rate": 0.28, "requests_per_second": 25.0, "process_memory_utilization": 0.53}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"order-service": ["ERROR order-service request failed: connection timeout after 30s", "WARN  order-service request rate: 55 rpm, error rate 0.3", "ERROR order-service upstream connection reset by peer"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "order-service", "example_id": "b12a2d8a-473f-457d-83ef-bed1ef63756d", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "incremental_difficulty", "observation": {"tick": 3, "budget": 25.5, "escalation": "moderate", "alerts": ["ERROR: order-service health check degraded", "WARN: order-service error rate above threshold", "ERROR: order-service responses timing out"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.18, "requests_per_second": 31.0, "process_memory_utilization": 0.47}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"order-service": ["ERROR order-service request failed: connection timeout after 30s", "WARN  order-service request rate: 65 rpm, error rate 0.18", "ERROR order-service upstream connection reset by peer"]}}, "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": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "order-service", "example_id": "b86d73b8-3b51-4b5e-bef1-a9fc2a024bb7", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 10, "budget": 40.0, "escalation": "severe", "alerts": ["ERROR: api-gateway-az-b health check degraded", "WARN: api-gateway-az-b error rate above threshold", "ERROR: api-gateway-az-b responses timing out", "CRITICAL: api-gateway-az-b error rate elevated", "ALERT: cascading latency detected in api-gateway-az-b"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 89.0, "process_memory_utilization": 0.41}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "critical", "http_server_error_rate": 0.55, "requests_per_second": 10, "process_memory_utilization": 0.28}}, "logs": {"api-gateway-az-b": ["ERROR api-gateway-az-b request failed: connection timeout after 30s", "WARN  api-gateway-az-b request rate: 30 rpm, error rate 0.74", "ERROR api-gateway-az-b upstream connection reset by peer", "FATAL api-gateway-az-b cannot establish connection to backend"], "notification-service": ["INFO notification-service token validation slow: 120ms (threshold 100ms)", "WARN notification-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 1.0}, "suboptimal_paths": [], "fault_service": "api-gateway-az-b", "example_id": "9e6735f4-f594-439c-8ee2-b2ce9806d20b", "source_script": "gen_20_mixed_incremental_difficulty.py"}
{"task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "incremental_difficulty", "observation": {"tick": 12, "budget": 36.0, "escalation": "severe", "alerts": ["ERROR: user-service health check degraded", "WARN: user-service error rate above threshold", "ERROR: user-service responses timing out", "CRITICAL: user-service error rate elevated", "ALERT: cascading latency detected in user-service", "CRITICAL: user-service partially unreachable"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 142.0, "process_memory_utilization": 0.38}, "user-service": {"status": "critical", "http_server_error_rate": 0.55, "requests_per_second": 24.0, "process_memory_utilization": 0.69}, "order-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 55.0, "process_memory_utilization": 0.35}, "payment-processor": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 28.0, "process_memory_utilization": 0.29}, "inventory-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 41.0, "process_memory_utilization": 0.33}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 19.0, "process_memory_utilization": 0.22}, "audit-log": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 9.0, "process_memory_utilization": 0.18}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 67.0, "process_memory_utilization": 0.44}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 38.0, "process_memory_utilization": 0.31}, "product-catalog": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 72.0, "process_memory_utilization": 0.27}, "recommendation-engine": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 31.0, "process_memory_utilization": 0.52}, "redis-cluster": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.61}, "config-service": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 22.0, "process_memory_utilization": 0.19}, "feature-pipeline": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 14.0, "process_memory_utilization": 0.24}, "api-gateway-az-b": {"status": "healthy", "http_server_error_rate": 0.01, "requests_per_second": 0.0, "process_memory_utilization": 0.0}}, "logs": {"user-service": ["ERROR user-service request failed: connection timeout after 30s", "WARN  user-service request rate: 20 rpm, error rate 0.78", "ERROR user-service upstream connection reset by peer", "FATAL user-service cannot establish connection to backend"], "auth-service": ["INFO auth-service token validation slow: 120ms (threshold 100ms)", "WARN auth-service cache miss rate elevated: 18%"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "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": 1.0}, "suboptimal_paths": [], "fault_service": "user-service", "example_id": "3f26509c-5246-41a9-821e-66d29889c32d", "source_script": "gen_20_mixed_incremental_difficulty.py"}