reviewed/batch_028.jsonl

{"example_id": "99bfc7e5-0f89-4806-b0b6-beea478346da", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] alert-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"alert-service": {"status": "critical", "http_server_error_rate": 0.5259000231393133, "last_deployment_age_seconds": 120}}, "logs": {"alert-service": ["fault: task_easy_quota_runaway"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "alert-service"}}, {"action": "rollback_deploy", "params": {"service": "alert-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(user-service)", "declare_resolved"], "consequence": "Temporary relief 2 ticks, overcalling persists, errors return.", "score_penalty": 0.2}], "fault_service": "notification-service"}
{"example_id": "dafc8bac-d07b-41d4-904a-278644209add", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] ingress-controller SLO burn 3.0\u00d7/hr"], "service_metrics": {"ingress-controller": {"status": "critical", "http_server_error_rate": 0.5538068199752236, "process_open_file_descriptors": 5}}, "logs": {"ingress-controller": ["fault: task_hard_config_drift_noise"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "ingress-controller"}}, {"action": "fetch_logs", "params": {"service": "ingress-controller"}}, {"action": "revert_config", "params": {"service": "ingress-controller"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Wrong action from adversarial injection.", "score_penalty": 0.35}], "fault_service": "api-gateway"}
{"example_id": "e325b07b-1d56-47d8-a24a-60c90820e863", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_cache_eviction_storm", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] cache-service SLO burn 7.0\u00d7/hr"], "service_metrics": {"cache-service": {"status": "degraded", "http_server_error_rate": 0.23076436927828145, "cache_memory_utilization": 0.95}}, "logs": {"cache-service": ["fault: task_medium_cache_eviction_storm"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-db"}}, {"action": "get_metrics_detail", "params": {"service": "cache-service"}}, {"action": "fetch_logs", "params": {"service": "cache-service"}}, {"action": "increase_cache_memory", "params": {"service": "cache-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["revert_config(user-db)", "declare_resolved"], "consequence": "No-op, db config is fine, cache evictions continue.", "score_penalty": 0.25}], "fault_service": "cache-service"}
{"example_id": "b5ce8f56-6f74-4f5f-98d0-e82d02dd06d0", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_asymmetric_blast", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] query-router SLO burn 7.0\u00d7/hr"], "service_metrics": {"query-router": {"status": "critical", "http_server_error_rate": 0.8237666416100105, "dbproxy_error_rate": 0.8993183124428396}}, "logs": {"query-router": ["fault: task_medium_asymmetric_blast"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "query-router"}}, {"action": "restart_service", "params": {"service": "query-router"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Errors clear momentarily, return in 2 ticks.", "score_penalty": 0.3}], "fault_service": "db-proxy"}
{"example_id": "07769e77-bed3-4f72-be65-da85024673c2", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_multiteam_dual_fault", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] sso-service SLO burn 8.0\u00d7/hr"], "service_metrics": {"sso-service": {"status": "critical", "http_server_error_rate": 0.5098441066683509, "auth_error_rate": 0.55, "process_memory_utilization": 0.8067, "memory_trend": [0.6665, 0.742, 0.8067]}}, "logs": {"sso-service": ["fault: task_hard_multiteam_dual_fault"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "rollback_deploy", "params": {"service": "sso-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["rollback_deploy(auth-service)", "declare_resolved"], "consequence": "checkout error drops 0.65 to 0.35, payment leak persists.", "score_penalty": 0.25}], "fault_service": "auth-service"}
{"example_id": "56893759-f07a-42ad-853e-246bce2494e7", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] payment-processor SLO burn 3.2\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.8, "restart_count": 10}}, "logs": {"payment-processor": ["fault: task_easy_liveness_probe_flap"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(payment-processor)", "declare_resolved"], "consequence": "Re-enters same probe fail loop immediately.", "score_penalty": 0.25}], "fault_service": "payment-processor"}
{"example_id": "964f50b8-915d-47b7-8c4c-e7746229d7a5", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] identity-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"identity-service": {"status": "degraded", "http_server_error_rate": 0.23268290207604023, "network_packet_loss_rate_inbound": 0.22412169376395885, "http_server_request_duration_p99": 7.307134553504289}}, "logs": {"identity-service": ["fault: task_hard_gray_failure"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "identity-service"}}, {"action": "fetch_logs", "params": {"service": "identity-service"}}, {"action": "inspect_network_policy", "params": {"service": "identity-service"}}, {"action": "revert_network_policy", "params": {"service": "identity-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Gray failure requires network policy revert, not restart.", "score_penalty": 0.3}], "fault_service": "auth-service"}
{"example_id": "5148f01f-6d32-436b-875c-de1665e6955b", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_asymmetric_blast", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] data-proxy SLO burn 2.2\u00d7/hr"], "service_metrics": {"data-proxy": {"status": "critical", "http_server_error_rate": 0.8180590614282107, "dbproxy_error_rate": 0.9727017656147492}}, "logs": {"data-proxy": ["fault: task_medium_asymmetric_blast"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "data-proxy"}}, {"action": "restart_service", "params": {"service": "data-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Errors clear momentarily, return in 2 ticks.", "score_penalty": 0.3}], "fault_service": "db-proxy"}
{"example_id": "e21d5f1d-71e3-4359-8f69-79cdae32e56e", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] inventory-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"inventory-service": {"status": "critical", "http_server_error_rate": 0.35369625706151625, "http_server_request_duration_p99": 6.4}}, "logs": {"inventory-service": ["fault: task_easy_timeout_propagation"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["optimize_query(order-service)", "declare_resolved"], "consequence": "order-service has no query to optimise. inventory-service slow query persists.", "score_penalty": 0.3}], "fault_service": "inventory-service"}
{"example_id": "aadbcf1b-73aa-4dbf-b66b-5ace1c72700a", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_circuit_breaker_masking", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] pricing-service SLO burn 5.8\u00d7/hr"], "service_metrics": {"pricing-service": {"status": "critical", "http_server_error_rate": 0.009844590171273543, "process_memory_utilization": 0.78, "circuit_breaker_state": "open"}}, "logs": {"pricing-service": ["fault: task_medium_circuit_breaker_masking"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "product-catalog-service"}}, {"action": "get_metrics_detail", "params": {"service": "pricing-service"}}, {"action": "scale_replicas", "params": {"service": "pricing-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["circuit_break(product-catalog-service)", "declare_resolved"], "consequence": "No-op \u2014 product-catalog already CB-protected.", "score_penalty": 0.3}], "fault_service": "pricing-service"}
{"example_id": "b8f8b4cd-c3ed-4686-a74d-ae3dc929d2d0", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] payment-processor SLO burn 5.1\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.88, "restart_count": 7}}, "logs": {"payment-processor": ["fault: task_easy_liveness_probe_flap"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(payment-processor)", "declare_resolved"], "consequence": "Re-enters same probe fail loop immediately.", "score_penalty": 0.25}], "fault_service": "payment-processor"}
{"example_id": "0d9df422-caf8-4521-930c-b6587998a01b", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] sso-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"sso-service": {"status": "critical", "http_server_error_rate": 0.52, "process_open_file_descriptors": 3}}, "logs": {"sso-service": ["fault: task_easy_pool_restart_cycle"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "sso-service"}}, {"action": "revert_config", "params": {"service": "sso-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Pool re-exhausts within 2 ticks, restart cycle resumes.", "score_penalty": 0.2}], "fault_service": "auth-service"}
{"example_id": "1a9737a5-eabd-4e9e-a6e9-1c670801f0b9", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_rollout_quota_exhaustion", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] ingress-controller SLO burn 4.5\u00d7/hr"], "service_metrics": {"ingress-controller": {"status": "critical", "http_server_error_rate": 0.8141795979502657, "http_client_retry_count": 10}}, "logs": {"ingress-controller": ["fault: task_medium_rollout_quota_exhaustion"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "get_metrics_detail", "params": {"service": "ingress-controller"}}, {"action": "rollback_deploy", "params": {"service": "ingress-controller"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(auth-service)", "declare_resolved"], "consequence": "3-tick relief, retry bug persists, fills again.", "score_penalty": 0.2}], "fault_service": "api-gateway"}
{"example_id": "134a3550-9ad3-4094-9279-1e67b31dde78", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] identity-service SLO burn 8.0\u00d7/hr"], "service_metrics": {"identity-service": {"status": "degraded", "http_server_error_rate": 0.21241523945080978, "network_packet_loss_rate_inbound": 0.232202180868245, "http_server_request_duration_p99": 6.095514055200176}}, "logs": {"identity-service": ["fault: task_hard_gray_failure"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "identity-service"}}, {"action": "fetch_logs", "params": {"service": "identity-service"}}, {"action": "inspect_network_policy", "params": {"service": "identity-service"}}, {"action": "revert_network_policy", "params": {"service": "identity-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Gray failure requires network policy revert, not restart.", "score_penalty": 0.3}], "fault_service": "auth-service"}
{"example_id": "8316300c-c748-45d4-b49c-05463e2101e6", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] messaging-service SLO burn 4.0\u00d7/hr"], "service_metrics": {"messaging-service": {"status": "critical", "http_server_error_rate": 0.5472318238711118, "last_deployment_age_seconds": 90}}, "logs": {"messaging-service": ["fault: task_easy_quota_runaway"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "messaging-service"}}, {"action": "rollback_deploy", "params": {"service": "messaging-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(user-service)", "declare_resolved"], "consequence": "Temporary relief 2 ticks, overcalling persists, errors return.", "score_penalty": 0.2}], "fault_service": "notification-service"}
{"example_id": "4a2ac31f-168e-4705-92de-d1297809bd75", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] ingress-controller SLO burn 8.0\u00d7/hr"], "service_metrics": {"ingress-controller": {"status": "critical", "http_server_error_rate": 0.7449399879550485, "process_open_file_descriptors": 5}}, "logs": {"ingress-controller": ["fault: task_hard_config_drift_noise"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "ingress-controller"}}, {"action": "fetch_logs", "params": {"service": "ingress-controller"}}, {"action": "revert_config", "params": {"service": "ingress-controller"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Wrong action from adversarial injection.", "score_penalty": 0.35}], "fault_service": "api-gateway"}
{"example_id": "6705e094-ba23-4f9f-86a9-6e411adeb80c", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] inventory-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"inventory-service": {"status": "critical", "http_server_error_rate": 0.3069231367544237, "http_server_request_duration_p99": 7.8}}, "logs": {"inventory-service": ["fault: task_easy_timeout_propagation"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["optimize_query(order-service)", "declare_resolved"], "consequence": "order-service has no query to optimise. inventory-service slow query persists.", "score_penalty": 0.3}], "fault_service": "inventory-service"}
{"example_id": "6bbe8526-3b41-4d9e-9d61-c775747d301b", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] edge-proxy SLO burn 10.0\u00d7/hr"], "service_metrics": {"edge-proxy": {"status": "critical", "http_server_error_rate": 0.7267531692262617, "process_open_file_descriptors": 3}}, "logs": {"edge-proxy": ["fault: task_hard_config_drift_noise"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "edge-proxy"}}, {"action": "fetch_logs", "params": {"service": "edge-proxy"}}, {"action": "revert_config", "params": {"service": "edge-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Wrong action from adversarial injection.", "score_penalty": 0.35}], "fault_service": "api-gateway"}
{"example_id": "9786aae4-c412-4f6d-beb3-ca1bef200ae3", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] sso-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"sso-service": {"status": "critical", "http_server_error_rate": 0.58, "process_open_file_descriptors": 5}}, "logs": {"sso-service": ["fault: task_easy_pool_restart_cycle"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "sso-service"}}, {"action": "revert_config", "params": {"service": "sso-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Pool re-exhausts within 2 ticks, restart cycle resumes.", "score_penalty": 0.2}], "fault_service": "auth-service"}
{"example_id": "cfcbfe20-fa31-4a6c-a51d-f516770a000c", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_asymmetric_blast", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] query-router SLO burn 7.0\u00d7/hr"], "service_metrics": {"query-router": {"status": "critical", "http_server_error_rate": 0.868608351137017, "dbproxy_error_rate": 0.9624766733498655}}, "logs": {"query-router": ["fault: task_medium_asymmetric_blast"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "query-router"}}, {"action": "restart_service", "params": {"service": "query-router"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Errors clear momentarily, return in 2 ticks.", "score_penalty": 0.3}], "fault_service": "db-proxy"}
{"example_id": "e40d3d62-c166-417f-907e-1715f53b03bc", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_multiteam_dual_fault", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] identity-service SLO burn 6.0\u00d7/hr"], "service_metrics": {"identity-service": {"status": "critical", "http_server_error_rate": 0.31319660695148355, "auth_error_rate": 0.38, "process_memory_utilization": 0.8122, "memory_trend": [0.6916, 0.7253, 0.8122]}}, "logs": {"identity-service": ["fault: task_hard_multiteam_dual_fault"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "rollback_deploy", "params": {"service": "identity-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["rollback_deploy(auth-service)", "declare_resolved"], "consequence": "checkout error drops 0.65 to 0.35, payment leak persists.", "score_penalty": 0.25}], "fault_service": "auth-service"}
{"example_id": "0d59e7c0-cbba-46a8-9ce1-ac15c3d08197", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_cache_eviction_storm", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] cache-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"cache-service": {"status": "degraded", "http_server_error_rate": 0.19990446035715198, "cache_memory_utilization": 0.97}}, "logs": {"cache-service": ["fault: task_medium_cache_eviction_storm"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-db"}}, {"action": "get_metrics_detail", "params": {"service": "cache-service"}}, {"action": "fetch_logs", "params": {"service": "cache-service"}}, {"action": "increase_cache_memory", "params": {"service": "cache-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["revert_config(user-db)", "declare_resolved"], "consequence": "No-op, db config is fine, cache evictions continue.", "score_penalty": 0.25}], "fault_service": "cache-service"}
{"example_id": "bac6d638-0248-4dc5-a1a8-0f639b3b4c29", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_asymmetric_blast", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] data-proxy SLO burn 5.8\u00d7/hr"], "service_metrics": {"data-proxy": {"status": "critical", "http_server_error_rate": 0.8000186662066153, "dbproxy_error_rate": 0.9775537603613816}}, "logs": {"data-proxy": ["fault: task_medium_asymmetric_blast"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "data-proxy"}}, {"action": "restart_service", "params": {"service": "data-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Errors clear momentarily, return in 2 ticks.", "score_penalty": 0.3}], "fault_service": "db-proxy"}
{"example_id": "750f74ed-5580-4c39-8766-848f59e6541d", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_rate_limiter_misconfig", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] ingress-controller SLO burn 2.5\u00d7/hr"], "service_metrics": {"ingress-controller": {"status": "critical", "http_server_error_rate": 0.8121160891979962, "rate_limit_rpm": 50}}, "logs": {"ingress-controller": ["fault: task_easy_rate_limiter_misconfig"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "ingress-controller"}}, {"action": "revert_config", "params": {"service": "ingress-controller"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(api-gateway)", "declare_resolved"], "consequence": "More instances, same wrong rate limit, 429 unchanged.", "score_penalty": 0.25}], "fault_service": "api-gateway"}
{"example_id": "43814f2a-5e0a-4c4d-9916-3704e6231c9b", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] inventory-service SLO burn 4.0\u00d7/hr"], "service_metrics": {"inventory-service": {"status": "critical", "http_server_error_rate": 0.38095542678246025, "http_server_request_duration_p99": 5.2}}, "logs": {"inventory-service": ["fault: task_easy_timeout_propagation"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["optimize_query(order-service)", "declare_resolved"], "consequence": "order-service has no query to optimise. inventory-service slow query persists.", "score_penalty": 0.3}], "fault_service": "inventory-service"}
{"example_id": "dc060621-3a29-4d12-a309-4b19dfb34855", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] edge-proxy SLO burn 4.5\u00d7/hr"], "service_metrics": {"edge-proxy": {"status": "critical", "http_server_error_rate": 0.6206251380692076, "process_open_file_descriptors": 2}}, "logs": {"edge-proxy": ["fault: task_hard_config_drift_noise"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "edge-proxy"}}, {"action": "fetch_logs", "params": {"service": "edge-proxy"}}, {"action": "revert_config", "params": {"service": "edge-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Wrong action from adversarial injection.", "score_penalty": 0.35}], "fault_service": "api-gateway"}
{"example_id": "0b62f32b-1010-4007-9fba-fe39de3cae9a", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_rate_limiter_misconfig", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] ingress-controller SLO burn 3.2\u00d7/hr"], "service_metrics": {"ingress-controller": {"status": "critical", "http_server_error_rate": 0.8572210543153356, "rate_limit_rpm": 50}}, "logs": {"ingress-controller": ["fault: task_easy_rate_limiter_misconfig"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "ingress-controller"}}, {"action": "revert_config", "params": {"service": "ingress-controller"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(api-gateway)", "declare_resolved"], "consequence": "More instances, same wrong rate limit, 429 unchanged.", "score_penalty": 0.25}], "fault_service": "api-gateway"}
{"example_id": "61f46067-9732-440f-8a50-fa557bc3d2cb", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] inventory-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"inventory-service": {"status": "critical", "http_server_error_rate": 0.4380331359950124, "http_server_request_duration_p99": 5.2}}, "logs": {"inventory-service": ["fault: task_easy_timeout_propagation"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["optimize_query(order-service)", "declare_resolved"], "consequence": "order-service has no query to optimise. inventory-service slow query persists.", "score_penalty": 0.3}], "fault_service": "inventory-service"}
{"example_id": "004548d6-3e02-4d7f-b613-0d70cc6ea319", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_rate_limiter_misconfig", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] edge-proxy SLO burn 4.0\u00d7/hr"], "service_metrics": {"edge-proxy": {"status": "critical", "http_server_error_rate": 0.5952789914425922, "rate_limit_rpm": 100}}, "logs": {"edge-proxy": ["fault: task_easy_rate_limiter_misconfig"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "edge-proxy"}}, {"action": "revert_config", "params": {"service": "edge-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(api-gateway)", "declare_resolved"], "consequence": "More instances, same wrong rate limit, 429 unchanged.", "score_penalty": 0.25}], "fault_service": "api-gateway"}
{"example_id": "33cca618-6b71-4d8e-95a8-d3b991dae714", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] payment-processor SLO burn 5.1\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.8, "restart_count": 10}}, "logs": {"payment-processor": ["fault: task_easy_liveness_probe_flap"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(payment-processor)", "declare_resolved"], "consequence": "Re-enters same probe fail loop immediately.", "score_penalty": 0.25}], "fault_service": "payment-processor"}
{"example_id": "64f78005-b7b4-44e2-bfcb-2607be4c3e5d", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_multiteam_dual_fault", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] identity-service SLO burn 6.0\u00d7/hr"], "service_metrics": {"identity-service": {"status": "critical", "http_server_error_rate": 0.5452616144988096, "auth_error_rate": 0.5, "process_memory_utilization": 0.809, "memory_trend": [0.6902, 0.794, 0.809]}}, "logs": {"identity-service": ["fault: task_hard_multiteam_dual_fault"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "rollback_deploy", "params": {"service": "identity-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["rollback_deploy(auth-service)", "declare_resolved"], "consequence": "checkout error drops 0.65 to 0.35, payment leak persists.", "score_penalty": 0.25}], "fault_service": "auth-service"}
{"example_id": "8c408ee5-a1ae-4654-8597-f1e5adaa9037", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] sso-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"sso-service": {"status": "critical", "http_server_error_rate": 0.61, "process_open_file_descriptors": 4}}, "logs": {"sso-service": ["fault: task_easy_pool_restart_cycle"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "sso-service"}}, {"action": "revert_config", "params": {"service": "sso-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Pool re-exhausts within 2 ticks, restart cycle resumes.", "score_penalty": 0.2}], "fault_service": "auth-service"}
{"example_id": "53a9b064-370c-49a2-9298-5550ac2fe47a", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_multiteam_dual_fault", "tier": "hard", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] identity-service SLO burn 8.0\u00d7/hr"], "service_metrics": {"identity-service": {"status": "critical", "http_server_error_rate": 0.4397174872914719, "auth_error_rate": 0.5, "process_memory_utilization": 0.8067, "memory_trend": [0.6918, 0.736, 0.8067]}}, "logs": {"identity-service": ["fault: task_hard_multiteam_dual_fault"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "rollback_deploy", "params": {"service": "identity-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["rollback_deploy(auth-service)", "declare_resolved"], "consequence": "checkout error drops 0.65 to 0.35, payment leak persists.", "score_penalty": 0.25}], "fault_service": "auth-service"}
{"example_id": "d4aca714-e26a-4054-bf92-08c04443efd0", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_cache_eviction_storm", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] cache-service SLO burn 2.2\u00d7/hr"], "service_metrics": {"cache-service": {"status": "degraded", "http_server_error_rate": 0.3658044668148535, "cache_memory_utilization": 0.98}}, "logs": {"cache-service": ["fault: task_medium_cache_eviction_storm"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-db"}}, {"action": "get_metrics_detail", "params": {"service": "cache-service"}}, {"action": "fetch_logs", "params": {"service": "cache-service"}}, {"action": "increase_cache_memory", "params": {"service": "cache-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["revert_config(user-db)", "declare_resolved"], "consequence": "No-op, db config is fine, cache evictions continue.", "score_penalty": 0.25}], "fault_service": "cache-service"}
{"example_id": "3d1f1161-c9d7-4fea-a342-999ddee0b906", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_asymmetric_blast", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] query-router SLO burn 4.5\u00d7/hr"], "service_metrics": {"query-router": {"status": "critical", "http_server_error_rate": 0.8052889914016544, "dbproxy_error_rate": 0.9582403496948624}}, "logs": {"query-router": ["fault: task_medium_asymmetric_blast"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "query-router"}}, {"action": "restart_service", "params": {"service": "query-router"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Errors clear momentarily, return in 2 ticks.", "score_penalty": 0.3}], "fault_service": "db-proxy"}
{"example_id": "a9dc2118-4933-4ef3-a3bf-2f48ed6c31e5", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] payment-processor SLO burn 2.5\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.72, "restart_count": 9}}, "logs": {"payment-processor": ["fault: task_easy_liveness_probe_flap"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(payment-processor)", "declare_resolved"], "consequence": "Re-enters same probe fail loop immediately.", "score_penalty": 0.25}], "fault_service": "payment-processor"}
{"example_id": "eefed67d-73a9-4cb3-b7b4-d6abf9b40fe5", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] identity-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"identity-service": {"status": "critical", "http_server_error_rate": 0.61, "process_open_file_descriptors": 5}}, "logs": {"identity-service": ["fault: task_easy_pool_restart_cycle"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "identity-service"}}, {"action": "revert_config", "params": {"service": "identity-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Pool re-exhausts within 2 ticks, restart cycle resumes.", "score_penalty": 0.2}], "fault_service": "auth-service"}
{"example_id": "1d81363e-1b97-469e-8386-5b7adb747dd9", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_rate_limiter_misconfig", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] edge-proxy SLO burn 3.2\u00d7/hr"], "service_metrics": {"edge-proxy": {"status": "critical", "http_server_error_rate": 0.644330763869891, "rate_limit_rpm": 50}}, "logs": {"edge-proxy": ["fault: task_easy_rate_limiter_misconfig"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "edge-proxy"}}, {"action": "revert_config", "params": {"service": "edge-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(api-gateway)", "declare_resolved"], "consequence": "More instances, same wrong rate limit, 429 unchanged.", "score_penalty": 0.25}], "fault_service": "api-gateway"}
{"example_id": "7bfde797-e136-4e8a-abe2-50143d8f6494", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_rollout_quota_exhaustion", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] ingress-controller SLO burn 7.0\u00d7/hr"], "service_metrics": {"ingress-controller": {"status": "critical", "http_server_error_rate": 0.5945996298496625, "http_client_retry_count": 10}}, "logs": {"ingress-controller": ["fault: task_medium_rollout_quota_exhaustion"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "get_metrics_detail", "params": {"service": "ingress-controller"}}, {"action": "rollback_deploy", "params": {"service": "ingress-controller"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(auth-service)", "declare_resolved"], "consequence": "3-tick relief, retry bug persists, fills again.", "score_penalty": 0.2}], "fault_service": "api-gateway"}
{"example_id": "83723558-20bc-48d9-9ee4-24bf7b9bd818", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] identity-service SLO burn 6.0\u00d7/hr"], "service_metrics": {"identity-service": {"status": "degraded", "http_server_error_rate": 0.14525964706610675, "network_packet_loss_rate_inbound": 0.1809934734164581, "http_server_request_duration_p99": 7.671037093540697}}, "logs": {"identity-service": ["fault: task_hard_gray_failure"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "identity-service"}}, {"action": "fetch_logs", "params": {"service": "identity-service"}}, {"action": "inspect_network_policy", "params": {"service": "identity-service"}}, {"action": "revert_network_policy", "params": {"service": "identity-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Gray failure requires network policy revert, not restart.", "score_penalty": 0.3}], "fault_service": "auth-service"}
{"example_id": "c129ffb7-1a75-45d9-97f3-8daa01162b68", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] identity-service SLO burn 10.0\u00d7/hr"], "service_metrics": {"identity-service": {"status": "degraded", "http_server_error_rate": 0.2203452943728815, "network_packet_loss_rate_inbound": 0.2484739012697539, "http_server_request_duration_p99": 8.281372759153653}}, "logs": {"identity-service": ["fault: task_hard_gray_failure"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "identity-service"}}, {"action": "fetch_logs", "params": {"service": "identity-service"}}, {"action": "inspect_network_policy", "params": {"service": "identity-service"}}, {"action": "revert_network_policy", "params": {"service": "identity-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_service(auth-service)", "declare_resolved"], "consequence": "Gray failure requires network policy revert, not restart.", "score_penalty": 0.3}], "fault_service": "auth-service"}
{"example_id": "77205822-efc8-499c-b13a-86c36aab291b", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_circuit_breaker_masking", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] pricing-service SLO burn 2.2\u00d7/hr"], "service_metrics": {"pricing-service": {"status": "critical", "http_server_error_rate": 0.0021502396457133855, "process_memory_utilization": 0.78, "circuit_breaker_state": "open"}}, "logs": {"pricing-service": ["fault: task_medium_circuit_breaker_masking"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "product-catalog-service"}}, {"action": "get_metrics_detail", "params": {"service": "pricing-service"}}, {"action": "scale_replicas", "params": {"service": "pricing-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["circuit_break(product-catalog-service)", "declare_resolved"], "consequence": "No-op \u2014 product-catalog already CB-protected.", "score_penalty": 0.3}], "fault_service": "pricing-service"}
{"example_id": "c5b0b652-3832-446b-b607-75a32e5f2fc1", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] alert-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"alert-service": {"status": "critical", "http_server_error_rate": 0.6375179237008421, "last_deployment_age_seconds": 180}}, "logs": {"alert-service": ["fault: task_easy_quota_runaway"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "alert-service"}}, {"action": "rollback_deploy", "params": {"service": "alert-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(user-service)", "declare_resolved"], "consequence": "Temporary relief 2 ticks, overcalling persists, errors return.", "score_penalty": 0.2}], "fault_service": "notification-service"}
{"example_id": "69f756f6-3274-4afe-809a-f6bd7bcc1bcb", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_rollout_quota_exhaustion", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] ingress-controller SLO burn 5.8\u00d7/hr"], "service_metrics": {"ingress-controller": {"status": "critical", "http_server_error_rate": 0.8300010067042718, "http_client_retry_count": 10}}, "logs": {"ingress-controller": ["fault: task_medium_rollout_quota_exhaustion"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "get_metrics_detail", "params": {"service": "ingress-controller"}}, {"action": "rollback_deploy", "params": {"service": "ingress-controller"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(auth-service)", "declare_resolved"], "consequence": "3-tick relief, retry bug persists, fills again.", "score_penalty": 0.2}], "fault_service": "api-gateway"}
{"example_id": "ba71388c-583e-40f7-990b-a9da1141b04b", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_circuit_breaker_masking", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] pricing-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"pricing-service": {"status": "critical", "http_server_error_rate": 0.0021881600127558556, "process_memory_utilization": 0.82, "circuit_breaker_state": "open"}}, "logs": {"pricing-service": ["fault: task_medium_circuit_breaker_masking"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "product-catalog-service"}}, {"action": "get_metrics_detail", "params": {"service": "pricing-service"}}, {"action": "scale_replicas", "params": {"service": "pricing-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["circuit_break(product-catalog-service)", "declare_resolved"], "consequence": "No-op \u2014 product-catalog already CB-protected.", "score_penalty": 0.3}], "fault_service": "pricing-service"}
{"example_id": "5fbb0187-9f17-4bd8-bcff-cd4e303625d0", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] messaging-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"messaging-service": {"status": "critical", "http_server_error_rate": 0.6084653697285849, "last_deployment_age_seconds": 180}}, "logs": {"messaging-service": ["fault: task_easy_quota_runaway"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "messaging-service"}}, {"action": "rollback_deploy", "params": {"service": "messaging-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(user-service)", "declare_resolved"], "consequence": "Temporary relief 2 ticks, overcalling persists, errors return.", "score_penalty": 0.2}], "fault_service": "notification-service"}
{"example_id": "b39095d0-7ed7-444a-8bb2-e0d6608ba05a", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_cache_eviction_storm", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] cache-service SLO burn 5.8\u00d7/hr"], "service_metrics": {"cache-service": {"status": "degraded", "http_server_error_rate": 0.37837236321714485, "cache_memory_utilization": 0.97}}, "logs": {"cache-service": ["fault: task_medium_cache_eviction_storm"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-db"}}, {"action": "get_metrics_detail", "params": {"service": "cache-service"}}, {"action": "fetch_logs", "params": {"service": "cache-service"}}, {"action": "increase_cache_memory", "params": {"service": "cache-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["revert_config(user-db)", "declare_resolved"], "consequence": "No-op, db config is fine, cache evictions continue.", "score_penalty": 0.25}], "fault_service": "cache-service"}
{"example_id": "87b15ac5-65a4-4653-90e2-0cd498b36e44", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_rollout_quota_exhaustion", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] ingress-controller SLO burn 5.8\u00d7/hr"], "service_metrics": {"ingress-controller": {"status": "critical", "http_server_error_rate": 0.6289013670401424, "http_client_retry_count": 10}}, "logs": {"ingress-controller": ["fault: task_medium_rollout_quota_exhaustion"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "get_metrics_detail", "params": {"service": "ingress-controller"}}, {"action": "rollback_deploy", "params": {"service": "ingress-controller"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(auth-service)", "declare_resolved"], "consequence": "3-tick relief, retry bug persists, fills again.", "score_penalty": 0.2}], "fault_service": "api-gateway"}
{"example_id": "f3e3d0c3-c42d-4e44-b3c4-222a7f2a12de", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_rollout_quota_exhaustion", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] edge-proxy SLO burn 5.8\u00d7/hr"], "service_metrics": {"edge-proxy": {"status": "critical", "http_server_error_rate": 0.6048273212767733, "http_client_retry_count": 10}}, "logs": {"edge-proxy": ["fault: task_medium_rollout_quota_exhaustion"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "get_metrics_detail", "params": {"service": "edge-proxy"}}, {"action": "rollback_deploy", "params": {"service": "edge-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["scale_replicas(auth-service)", "declare_resolved"], "consequence": "3-tick relief, retry bug persists, fills again.", "score_penalty": 0.2}], "fault_service": "api-gateway"}
{"example_id": "807c6252-ca74-48e9-9877-2310b3a40dad", "source_script": "gen_29_mixed_suboptimal_subst.py", "task_seed_id": "task_medium_circuit_breaker_masking", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "suboptimal_path,service_pool_substitution,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] pricing-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"pricing-service": {"status": "critical", "http_server_error_rate": 0.0032748155576615944, "process_memory_utilization": 0.86, "circuit_breaker_state": "open"}}, "logs": {"pricing-service": ["fault: task_medium_circuit_breaker_masking"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "product-catalog-service"}}, {"action": "get_metrics_detail", "params": {"service": "pricing-service"}}, {"action": "scale_replicas", "params": {"service": "pricing-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["circuit_break(product-catalog-service)", "declare_resolved"], "consequence": "No-op \u2014 product-catalog already CB-protected.", "score_penalty": 0.3}], "fault_service": "pricing-service"}