Blog 7 JSON
open_source_qwen_qwen3.6-35b-a3b_episodes1.json
artifacts/json/outputs/open_source_qwen_qwen3.6-35b-a3b_episodes1.json / 32.5 KB
{
"agent": "open_source",
"episodes_per_task": 1,
"seed": 0,
"model_override": "qwen/qwen3.6-35b-a3b",
"base_url_override": null,
"difficulty": "easy",
"split": null,
"overall": {
"success_rate": 0.18181818181818182,
"mean_reward": 0.2174242424242424,
"mean_steps": 6.545454545454546,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.38095238095238093,
"distractor_failure_rate": 0.047619047619047616,
"premature_resolution_rate": 0.5454545454545454,
"root_cause_identification_rate": 0.5454545454545454,
"fix_identification_rate": 0.45454545454545453,
"correct_service_remediation_rate": 0.7272727272727273,
"correct_remediation_rate": 0.6363636363636364,
"remediation_precision": 0.6190476190476191
},
"standard_score": {
"score": 31.419,
"max_score": 100,
"components": {
"success": 7.273,
"reward": 5.436,
"evidence": 13.333,
"efficiency": 0.378,
"validity": 5
},
"metrics": {
"success_rate": 0.18181818181818182,
"mean_reward": 0.2174242424242424,
"mean_steps": 6.545454545454546,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.38095238095238093,
"distractor_failure_rate": 0.047619047619047616,
"premature_resolution_rate": 0.5454545454545454,
"root_cause_identification_rate": 0.5454545454545454,
"fix_identification_rate": 0.45454545454545453,
"correct_service_remediation_rate": 0.7272727272727273,
"correct_remediation_rate": 0.6363636363636364,
"remediation_precision": 0.6190476190476191
},
"target_steps": 8
},
"failure_modes": {
"total": 11,
"success": 2,
"agent_error": 0,
"wrong_remediation": 4,
"premature_resolution": 5,
"step_budget_exhausted": 0,
"invalid_action": 0,
"other_failure": 0
},
"by_task": {
"cache_crash": {
"success_rate": 1,
"mean_reward": 0.875,
"mean_steps": 6,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0,
"root_cause_identification_rate": 1,
"fix_identification_rate": 1,
"correct_service_remediation_rate": 1,
"correct_remediation_rate": 1,
"remediation_precision": 1
},
"web_worker_crash": {
"success_rate": 1,
"mean_reward": 0.6333333333333333,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0,
"root_cause_identification_rate": 1,
"fix_identification_rate": 1,
"correct_service_remediation_rate": 1,
"correct_remediation_rate": 1,
"remediation_precision": 1
},
"database_disk_full": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 2,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1,
"root_cause_identification_rate": 0,
"fix_identification_rate": 0,
"correct_service_remediation_rate": 0,
"correct_remediation_rate": 0,
"remediation_precision": 0
},
"cache_memory_pressure": {
"success_rate": 0,
"mean_reward": 0.1499999999999999,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0.6666666666666666,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1,
"root_cause_identification_rate": 1,
"fix_identification_rate": 0,
"correct_service_remediation_rate": 1,
"correct_remediation_rate": 1,
"remediation_precision": 0.3333333333333333
},
"message_queue_crash": {
"success_rate": 0,
"mean_reward": 0.25,
"mean_steps": 5,
"invalid_action_rate": 0,
"evidence_coverage": 1,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1,
"root_cause_identification_rate": 0,
"fix_identification_rate": 1,
"correct_service_remediation_rate": 1,
"correct_remediation_rate": 1,
"remediation_precision": 1
},
"load_balancer_health_check_misconfig": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0.42857142857142855,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0,
"root_cause_identification_rate": 0,
"fix_identification_rate": 0,
"correct_service_remediation_rate": 1,
"correct_remediation_rate": 1,
"remediation_precision": 0.5714285714285714
},
"message_queue_backlog_consumers_low": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.5,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1,
"root_cause_identification_rate": 1,
"fix_identification_rate": 1,
"correct_service_remediation_rate": 0,
"correct_remediation_rate": 0,
"remediation_precision": 0
},
"web_server_memory_leak_restart": {
"success_rate": 0,
"mean_reward": 0.28333333333333327,
"mean_steps": 7,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1,
"root_cause_identification_rate": 1,
"fix_identification_rate": 0,
"correct_service_remediation_rate": 1,
"correct_remediation_rate": 1,
"remediation_precision": 1
},
"database_maintenance_mode_left_on": {
"success_rate": 0,
"mean_reward": 0.1333333333333333,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.25,
"distractor_failure_rate": 0,
"premature_resolution_rate": 0,
"root_cause_identification_rate": 0,
"fix_identification_rate": 0,
"correct_service_remediation_rate": 1,
"correct_remediation_rate": 1,
"remediation_precision": 0.75
},
"cache_auth_token_expired": {
"success_rate": 0,
"mean_reward": 0,
"mean_steps": 8,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 1,
"distractor_failure_rate": 0.5,
"premature_resolution_rate": 0,
"root_cause_identification_rate": 0,
"fix_identification_rate": 0,
"correct_service_remediation_rate": 1,
"correct_remediation_rate": 0,
"remediation_precision": 0
},
"load_balancer_tls_cert_expired": {
"success_rate": 0,
"mean_reward": 0.06666666666666665,
"mean_steps": 4,
"invalid_action_rate": 0,
"evidence_coverage": 0.3333333333333333,
"wrong_remediation_rate": 0,
"distractor_failure_rate": 0,
"premature_resolution_rate": 1,
"root_cause_identification_rate": 1,
"fix_identification_rate": 1,
"correct_service_remediation_rate": 0,
"correct_remediation_rate": 0,
"remediation_precision": 0
}
},
"by_difficulty": {
"easy": {
"success_rate": 0.18181818181818182,
"mean_reward": 0.2174242424242424,
"mean_steps": 6.545454545454546,
"invalid_action_rate": 0,
"evidence_coverage": 0.6666666666666666,
"wrong_remediation_rate": 0.38095238095238093,
"distractor_failure_rate": 0.047619047619047616,
"premature_resolution_rate": 0.5454545454545454,
"root_cause_identification_rate": 0.5454545454545454,
"fix_identification_rate": 0.45454545454545453,
"correct_service_remediation_rate": 0.7272727272727273,
"correct_remediation_rate": 0.6363636363636364,
"remediation_precision": 0.6190476190476191
}
},
"records": [
{
"task_id": "cache_crash",
"seed": 0,
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 3,
"remediation_actions": 1,
"correct_service_remediations": 1,
"correct_remediations": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"root_cause_identified": true,
"fix_identified": true,
"correct_remediation_applied": true,
"success": true,
"final_reward": 0.875
},
"evidence_coverage": 1,
"terminal_reason": "resolved",
"final_reward": 0.875,
"root_cause_identified": true,
"fix_identified": true,
"correct_service_remediation": true,
"correct_remediation": true,
"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": "check_status(cache)",
"reward": -0.04999999999999999,
"summary": "cache status is crashed."
},
{
"step": 5,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
},
{
"step": 6,
"action": "resolve_incident(cache service crashed, restarted cache service)",
"reward": 0.475,
"summary": "Incident resolved."
}
]
},
{
"task_id": "web_worker_crash",
"seed": 10000,
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 4,
"evidence_actions": 2,
"remediation_actions": 1,
"correct_service_remediations": 1,
"correct_remediations": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"root_cause_identified": true,
"fix_identified": true,
"correct_remediation_applied": true,
"success": true,
"final_reward": 0.6333333333333333
},
"evidence_coverage": 0.6666666666666666,
"terminal_reason": "resolved",
"final_reward": 0.6333333333333333,
"root_cause_identified": true,
"fix_identified": true,
"correct_service_remediation": true,
"correct_remediation": true,
"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": "inspect_logs(web_server)",
"reward": -0.05,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "inspect_metrics(web_server)",
"reward": -0.05,
"summary": "Inspected metrics for web_server."
},
{
"step": 5,
"action": "inspect_logs(web_server)",
"reward": -0.05000000000000002,
"summary": "Inspected logs for web_server."
},
{
"step": 6,
"action": "inspect_metrics(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for web_server."
},
{
"step": 7,
"action": "restart_service(web_server)",
"reward": 0.24999999999999997,
"summary": "Restarted web_server."
},
{
"step": 8,
"action": "resolve_incident(web workers exited unexpectedly, restarted web_server)",
"reward": 0.45,
"summary": "Incident resolved."
}
]
},
{
"task_id": "database_disk_full",
"seed": 20000,
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"correct_service_remediations": 0,
"correct_remediations": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"root_cause_identified": false,
"fix_identified": false,
"correct_remediation_applied": false,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"terminal_reason": "premature_or_incorrect_resolution",
"final_reward": 0,
"root_cause_identified": false,
"fix_identified": false,
"correct_service_remediation": false,
"correct_remediation": false,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(database)",
"reward": 0.1,
"summary": "Inspected logs for database."
},
{
"step": 2,
"action": "resolve_incident(disk space exhausted, clear disk space)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "cache_memory_pressure",
"seed": 30000,
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 2,
"remediation_actions": 3,
"correct_service_remediations": 3,
"correct_remediations": 1,
"wrong_remediations": 2,
"distractor_failures": 0,
"premature_resolutions": 1,
"root_cause_identified": true,
"fix_identified": false,
"correct_remediation_applied": true,
"success": false,
"final_reward": 0.1499999999999999
},
"evidence_coverage": 1,
"terminal_reason": "premature_or_incorrect_resolution",
"final_reward": 0.1499999999999999,
"root_cause_identified": true,
"fix_identified": false,
"correct_service_remediation": true,
"correct_remediation": true,
"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": "update_config(cache, MAX_MEMORY_MB, 512)",
"reward": -0.15,
"summary": "Updated cache config, but the incident persists."
},
{
"step": 4,
"action": "inspect_metrics(cache)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for cache."
},
{
"step": 5,
"action": "inspect_config(cache, MAX_MEMORY_MB)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 6,
"action": "update_config(cache, MAX_MEMORY_MB, 1024)",
"reward": 0.25,
"summary": "Updated cache config MAX_MEMORY_MB."
},
{
"step": 7,
"action": "restart_service(cache)",
"reward": -0.14999999999999997,
"summary": "Restarted cache, but the incident persists."
},
{
"step": 8,
"action": "resolve_incident(Cache MAX_MEMORY_MB is configured too low, increase MAX_MEMORY_MB)",
"reward": 0.04999999999999988,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "message_queue_crash",
"seed": 40000,
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"correct_service_remediations": 1,
"correct_remediations": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"root_cause_identified": false,
"fix_identified": true,
"correct_remediation_applied": true,
"success": false,
"final_reward": 0.25
},
"evidence_coverage": 1,
"terminal_reason": "premature_or_incorrect_resolution",
"final_reward": 0.25,
"root_cause_identified": false,
"fix_identified": true,
"correct_service_remediation": true,
"correct_remediation": true,
"trajectory": [
{
"step": 1,
"action": "check_status(message_queue)",
"reward": 0.06666666666666667,
"summary": "message_queue status is crashed."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": 0.06666666666666668,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "restart_service(message_queue)",
"reward": 0.25,
"summary": "Restarted message_queue."
},
{
"step": 5,
"action": "resolve_incident(memory pressure, restart message_queue)",
"reward": -0.2,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "load_balancer_health_check_misconfig",
"seed": 50000,
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 1,
"remediation_actions": 7,
"correct_service_remediations": 7,
"correct_remediations": 4,
"wrong_remediations": 3,
"distractor_failures": 0,
"premature_resolutions": 0,
"root_cause_identified": false,
"fix_identified": false,
"correct_remediation_applied": true,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"terminal_reason": "step_budget_exhausted",
"final_reward": 0,
"root_cause_identified": false,
"fix_identified": false,
"correct_service_remediation": true,
"correct_remediation": true,
"trajectory": [
{
"step": 1,
"action": "inspect_config(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected config for load_balancer."
},
{
"step": 2,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": 0.25,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 3,
"action": "restart_service(load_balancer)",
"reward": -0.15,
"summary": "Restarted load_balancer, but the incident persists."
},
{
"step": 4,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": -0.05000000000000002,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 5,
"action": "restart_service(load_balancer)",
"reward": -0.2,
"summary": "Restarted load_balancer, but the incident persists."
},
{
"step": 6,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": -0.04999999999999999,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
},
{
"step": 7,
"action": "restart_service(load_balancer)",
"reward": -0.1999999999999999,
"summary": "Restarted load_balancer, but the incident persists."
},
{
"step": 8,
"action": "update_config(load_balancer, HEALTH_CHECK_PATH, /healthz)",
"reward": -0.050000000000000044,
"summary": "Updated load_balancer config HEALTH_CHECK_PATH."
}
]
},
{
"task_id": "message_queue_backlog_consumers_low",
"seed": 60000,
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 5,
"evidence_actions": 1,
"remediation_actions": 0,
"correct_service_remediations": 0,
"correct_remediations": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"root_cause_identified": true,
"fix_identified": true,
"correct_remediation_applied": false,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"terminal_reason": "premature_or_incorrect_resolution",
"final_reward": 0,
"root_cause_identified": true,
"fix_identified": true,
"correct_service_remediation": false,
"correct_remediation": false,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0.1,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_logs(message_queue)",
"reward": 0,
"summary": "Inspected logs for message_queue."
},
{
"step": 3,
"action": "inspect_metrics(message_queue)",
"reward": -0.05,
"summary": "Inspected metrics for message_queue."
},
{
"step": 4,
"action": "inspect_logs(message_queue)",
"reward": -0.05,
"summary": "Inspected logs for message_queue."
},
{
"step": 5,
"action": "inspect_metrics(message_queue)",
"reward": -0.05000000000000002,
"summary": "Inspected metrics for message_queue."
},
{
"step": 6,
"action": "inspect_logs(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for message_queue."
},
{
"step": 7,
"action": "inspect_metrics(message_queue)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for message_queue."
},
{
"step": 8,
"action": "resolve_incident(low consumer concurrency, increase consumer concurrency)",
"reward": 0.04999999999999996,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "web_server_memory_leak_restart",
"seed": 70000,
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 3,
"evidence_actions": 2,
"remediation_actions": 2,
"correct_service_remediations": 2,
"correct_remediations": 2,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"root_cause_identified": true,
"fix_identified": false,
"correct_remediation_applied": true,
"success": false,
"final_reward": 0.28333333333333327
},
"evidence_coverage": 0.6666666666666666,
"terminal_reason": "premature_or_incorrect_resolution",
"final_reward": 0.28333333333333327,
"root_cause_identified": true,
"fix_identified": false,
"correct_service_remediation": true,
"correct_remediation": true,
"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": "inspect_logs(web_server)",
"reward": -0.05,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "restart_service(web_server)",
"reward": 0.25,
"summary": "Restarted web_server."
},
{
"step": 5,
"action": "inspect_logs(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for web_server."
},
{
"step": 6,
"action": "restart_service(web_server)",
"reward": -0.050000000000000044,
"summary": "Restarted web_server."
},
{
"step": 7,
"action": "resolve_incident(web_server memory leak, increase worker memory limit)",
"reward": 0.04999999999999999,
"summary": "Resolution rejected."
}
]
},
{
"task_id": "database_maintenance_mode_left_on",
"seed": 80000,
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 4,
"correct_service_remediations": 4,
"correct_remediations": 3,
"wrong_remediations": 1,
"distractor_failures": 0,
"premature_resolutions": 0,
"root_cause_identified": false,
"fix_identified": false,
"correct_remediation_applied": true,
"success": false,
"final_reward": 0.1333333333333333
},
"evidence_coverage": 0.6666666666666666,
"terminal_reason": "step_budget_exhausted",
"final_reward": 0.1333333333333333,
"root_cause_identified": false,
"fix_identified": false,
"correct_service_remediation": true,
"correct_remediation": true,
"trajectory": [
{
"step": 1,
"action": "check_status(database)",
"reward": 0.06666666666666667,
"summary": "database status is degraded."
},
{
"step": 2,
"action": "inspect_config(database, maintenance_mode)",
"reward": 0.06666666666666667,
"summary": "Inspected config for database."
},
{
"step": 3,
"action": "update_config(database, maintenance_mode, False)",
"reward": 0.24999999999999997,
"summary": "Updated database config maintenance_mode."
},
{
"step": 4,
"action": "check_status(database)",
"reward": -0.04999999999999999,
"summary": "database status is degraded."
},
{
"step": 5,
"action": "inspect_config(database, MAINTENANCE_MODE)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 6,
"action": "update_config(database, MAINTENANCE_MODE, False)",
"reward": 0,
"summary": "Updated database config MAINTENANCE_MODE."
},
{
"step": 7,
"action": "restart_service(database)",
"reward": -0.15000000000000002,
"summary": "Restarted database, but the incident persists."
},
{
"step": 8,
"action": "update_config(database, MAINTENANCE_MODE, False)",
"reward": -0.04999999999999999,
"summary": "Updated database config MAINTENANCE_MODE."
}
]
},
{
"task_id": "cache_auth_token_expired",
"seed": 90000,
"metrics": {
"total_steps": 8,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 2,
"correct_service_remediations": 1,
"correct_remediations": 0,
"wrong_remediations": 2,
"distractor_failures": 1,
"premature_resolutions": 0,
"root_cause_identified": false,
"fix_identified": false,
"correct_remediation_applied": false,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"terminal_reason": "step_budget_exhausted",
"final_reward": 0,
"root_cause_identified": false,
"fix_identified": false,
"correct_service_remediation": true,
"correct_remediation": false,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_logs(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for cache."
},
{
"step": 3,
"action": "inspect_config(cache, AUTH_TOKEN)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 4,
"action": "update_config(cache, AUTH_TOKEN, valid_token)",
"reward": -0.15,
"summary": "Updated cache config, but the incident persists."
},
{
"step": 5,
"action": "inspect_config(web_server, AUTH_TOKEN)",
"reward": 0,
"summary": "Inspected config for web_server."
},
{
"step": 6,
"action": "update_config(web_server, AUTH_TOKEN, valid_token)",
"reward": -0.15,
"summary": "Updated web_server config, but the incident persists."
},
{
"step": 7,
"action": "inspect_logs(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for cache."
},
{
"step": 8,
"action": "inspect_config(cache, AUTH_TOKEN)",
"reward": -0.05000000000000007,
"summary": "Inspected config for cache."
}
]
},
{
"task_id": "load_balancer_tls_cert_expired",
"seed": 100000,
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 1,
"evidence_actions": 1,
"remediation_actions": 0,
"correct_service_remediations": 0,
"correct_remediations": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 1,
"root_cause_identified": true,
"fix_identified": true,
"correct_remediation_applied": false,
"success": false,
"final_reward": 0.06666666666666665
},
"evidence_coverage": 0.3333333333333333,
"terminal_reason": "premature_or_incorrect_resolution",
"final_reward": 0.06666666666666665,
"root_cause_identified": true,
"fix_identified": true,
"correct_service_remediation": false,
"correct_remediation": false,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_config(load_balancer, TLS_CERT)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 3,
"action": "inspect_logs(load_balancer)",
"reward": -0.05,
"summary": "Inspected logs for load_balancer."
},
{
"step": 4,
"action": "resolve_incident(load balancer TLS certificate expired, renew and update TLS certificate)",
"reward": 0.04999999999999999,
"summary": "Resolution rejected."
}
]
}
],
"task_ids": [
"cache_crash",
"web_worker_crash",
"database_disk_full",
"cache_memory_pressure",
"message_queue_crash",
"load_balancer_health_check_misconfig",
"message_queue_backlog_consumers_low",
"web_server_memory_leak_restart",
"database_maintenance_mode_left_on",
"cache_auth_token_expired",
"load_balancer_tls_cert_expired"
],
"filtered_task_ids": null,
"expected_task_episodes": 11,
"completed_task_episodes": 11,
"complete": true,
"paused": false,
"pause_file": "D:\\SRE-Zero\\notes\\runs\\managed\\blog-qwen-easy-agent-styles-2026-06-13\\pause.flag",
"baseline": "open_source",
"model": "qwen/qwen3.6-35b-a3b",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent open_source --model qwen/qwen3.6-35b-a3b --episodes 1 --output open_source_qwen_qwen3.6-35b-a3b_episodes1.json"
}