Blog 3 JSON
react_openai_gpt-5-mini_episodes1.json
blog_cheap_sweep/react_openai_gpt-5-mini_episodes1.json / 23.6 KB
{
"agent": "react",
"episodes_per_task": 1,
"seed": 0,
"model_override": "openai/gpt-5-mini",
"base_url_override": null,
"difficulty": null,
"overall": {
"success_rate": 0,
"mean_reward": 0.04,
"mean_steps": 4.4,
"invalid_action_rate": 0.15151515151515152,
"evidence_coverage": 0.8111111111111111,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"by_task": {
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},
"web_worker_crash": {
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"mean_steps": 6,
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"evidence_coverage": 1,
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},
"database_disk_full": {
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"wrong_remediation_rate": 0,
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},
"cache_memory_pressure": {
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"mean_steps": 3,
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},
"db_pool_exhaustion": {
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"invalid_action_rate": 0,
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"wrong_remediation_rate": 0,
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},
"cache_latency_degradation": {
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"mean_reward": 0.25,
"mean_steps": 8,
"invalid_action_rate": 0.375,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"db_slow_queries_missing_index": {
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"mean_steps": 4,
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"evidence_coverage": 1,
"wrong_remediation_rate": 0,
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},
"web_worker_saturation": {
"success_rate": 0,
"mean_reward": 0.35,
"mean_steps": 8,
"invalid_action_rate": 0.25,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"cache_eviction_storm": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
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},
"db_query_timeout_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 3,
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"wrong_remediation_rate": 0,
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},
"web_timeout_misconfig": {
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},
"misleading_web_500_db_rootcause": {
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"mean_reward": 0,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"premature_resolution_rate": 0
},
"web_cache_host_misconfig": {
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"mean_reward": 0,
"mean_steps": 1,
"invalid_action_rate": 0,
"evidence_coverage": 0,
"wrong_remediation_rate": 0,
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},
"cascading_db_latency": {
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"mean_reward": 0,
"mean_steps": 6,
"invalid_action_rate": 0.16666666666666666,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
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},
"cache_disabled_config_regression": {
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"mean_reward": 0,
"mean_steps": 7,
"invalid_action_rate": 0.14285714285714285,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
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}
},
"records": [
{
"task_id": "cache_crash",
"metrics": {
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"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "check_status(cache)",
"reward": 0.06666666666666667,
"summary": "cache status is crashed."
},
{
"step": 3,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666668,
"summary": "Inspected logs for cache."
},
{
"step": 4,
"action": "Thought: Check the cache configuration (memory limits, restart policy, OOM settings) to confirm if it was",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_worker_crash",
"metrics": {
"total_steps": 6,
"invalid_actions": 2,
"repeated_actions": 0,
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"success": false,
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},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_metrics(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for web_server."
},
{
"step": 3,
"action": "Thought: Check the web_server status to see running worker count",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 4,
"action": "check_status(web_server)",
"reward": 0.0666666666666667,
"summary": "web_server status is degraded."
},
{
"step": 5,
"action": "Thought: Inspect the web_server configuration (worker count, memory/oom settings, recent config changes) to find a misconfiguration causing seg",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 6,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "database_disk_full",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
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"success": false,
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},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_memory_pressure",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "db_pool_exhaustion",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(database, max_connections)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_latency_degradation",
"metrics": {
"total_steps": 8,
"invalid_actions": 3,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.25
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.1,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "Thought: Low hit rate suggests",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 3,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 4,
"action": "Thought: Logs show rapid expirations in the products namespace—check cache configuration (TTL/ev",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "inspect_config(cache)",
"reward": 0.1,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "update_config(cache, TTL_SECONDS, 300)",
"reward": 0.24999999999999997,
"summary": "Updated cache config TTL_SECONDS."
},
{
"step": 7,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 8,
"action": "Thought: Metrics unchanged",
"reward": -0.04999999999999999,
"summary": "Invalid action."
}
]
},
{
"task_id": "db_slow_queries_missing_index",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "inspect_config(database, indexes)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 3,
"action": "inspect_config(database, schema)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_worker_saturation",
"metrics": {
"total_steps": 8,
"invalid_actions": 2,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0.35
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0.1,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_config(web_server, max_workers)",
"reward": 0.1,
"summary": "Inspected config for web_server."
},
{
"step": 4,
"action": "Thought: With max_workers unset, check the web_server runtime status to see current worker count, process usage, and if autoscaling or runtime override is",
"reward": -0.04999999999999999,
"summary": "Invalid action."
},
{
"step": 5,
"action": "check_status(web_server)",
"reward": 0,
"summary": "web_server status is healthy."
},
{
"step": 6,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 7,
"action": "Thought: Increase web server concurrency to relieve queueing—bump MAX_WORKERS from",
"reward": -0.05000000000000002,
"summary": "Invalid action."
},
{
"step": 8,
"action": "update_config(web_server, MAX_WORKERS, 64)",
"reward": 0.24999999999999997,
"summary": "Updated web_server config MAX_WORKERS."
}
]
},
{
"task_id": "cache_eviction_storm",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "db_query_timeout_low",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
},
{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_config(database)",
"reward": 0.1,
"summary": "Inspected config for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
},
{
"step": 3,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 1,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 6,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_config(database, replica_enabled)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 5,
"action": "Thought: Check cache metrics for high miss/eviction rates driving",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 6,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 7,
"invalid_actions": 1,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 4,
"action": "Thought: Cache is healthy and web USE_CACHE is false after the rollout — enable caching in the web config to restore hit rate. \nAction: update_config(web_server, \"USE_CACHE\", true",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 5,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.25,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 6,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 7,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
}
],
"baseline": "react",
"model": "openai/gpt-5-mini",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent react --model openai/gpt-5-mini --episodes 1 --output react_openai_gpt-5-mini_episodes1.json"
}