{
  "title": "Self-Improving Skill Loop | Actual artifact output",
  "recordedAt": "2026-09-28T19:22:00Z",
  "records": [
    {
      "command": [
        "python3.12",
        "demo.py"
      ],
      "cwd": "/tmp/aiefs-recorded-artifacts/self-improving-skill-loop/solution",
      "exitCode": 0,
      "output": "{\n  \"candidate\": {\n    \"schema_version\": 1,\n    \"dataset_sha256\": \"c4fde1e162290765a79b5f3a45f8f95286026c95b24f34981b815b6bea6d5558\",\n    \"development_cases\": [\n      {\n        \"id\": \"dev-1\",\n        \"group\": \"invoice-june\",\n        \"text\": \"invoice charged twice\",\n        \"label\": \"billing\",\n        \"source\": \"local:invoice-june\"\n      },\n      {\n        \"id\": \"dev-2\",\n        \"group\": \"invoice-july\",\n        \"text\": \"invoice refund pending\",\n        \"label\": \"billing\",\n        \"source\": \"local:invoice-july\"\n      },\n      {\n        \"id\": \"dev-3\",\n        \"group\": \"login-may\",\n        \"text\": \"password reset link expired\",\n        \"label\": \"access\",\n        \"source\": \"local:login-may\"\n      },\n      {\n        \"id\": \"dev-4\",\n        \"group\": \"login-june\",\n        \"text\": \"password reset email missing\",\n        \"label\": \"access\",\n        \"source\": \"local:login-june\"\n      }\n    ],\n    \"holdout_cases\": [\n      {\n        \"id\": \"hold-1\",\n        \"group\": \"invoice-august\",\n        \"text\": \"invoice tax needs correction\",\n        \"label\": \"billing\",\n        \"source\": \"local:invoice-august\"\n      },\n      {\n        \"id\": \"hold-2\",\n        \"group\": \"login-july\",\n        \"text\": \"password rejected after rotation\",\n        \"label\": \"access\",\n        \"source\": \"local:login-july\"\n      }\n    ],\n    \"audit\": {\n      \"content_leaks\": [],\n      \"group_leaks\": [],\n      \"usable\": true\n    },\n    \"development_ids\": [\n      \"dev-1\",\n      \"dev-2\",\n      \"dev-3\",\n      \"dev-4\"\n    ],\n    \"holdout_ids\": [\n      \"hold-1\",\n      \"hold-2\"\n    ],\n    \"rules\": [\n      {\n        \"terms\": [\n          \"invoice\"\n        ],\n        \"label\": \"billing\"\n      },\n      {\n        \"terms\": [\n          \"password\"\n        ],\n        \"label\": \"access\"\n      },\n      {\n        \"terms\": [\n          \"reset\"\n        ],\n        \"label\": \"access\"\n      }\n    ],\n    \"development\": {\n      \"total\": 4,\n      \"accuracy\": 1.0,\n      \"errors\": [],\n      \"rows\": [\n        {\n          \"id\": \"dev-1\",\n          \"expected\": \"billing\",\n          \"predicted\": \"billing\"\n        },\n        {\n          \"id\": \"dev-2\",\n          \"expected\": \"billing\",\n          \"predicted\": \"billing\"\n        },\n        {\n          \"id\": \"dev-3\",\n          \"expected\": \"access\",\n          \"predicted\": \"access\"\n        },\n        {\n          \"id\": \"dev-4\",\n          \"expected\": \"access\",\n          \"predicted\": \"access\"\n        }\n      ]\n    },\n    \"holdout\": {\n      \"total\": 2,\n      \"accuracy\": 1.0,\n      \"errors\": [],\n      \"rows\": [\n        {\n          \"id\": \"hold-1\",\n          \"expected\": \"billing\",\n          \"predicted\": \"billing\"\n        },\n        {\n          \"id\": \"hold-2\",\n          \"expected\": \"access\",\n          \"predicted\": \"access\"\n        }\n      ]\n    },\n    \"gate\": {\n      \"promote\": true,\n      \"gain\": 1.0,\n      \"regressions\": [],\n      \"candidate_sha256\": \"62cf483e8839424675369c11e5ab0057836b031e81aaa002edac202660e45f27\",\n      \"baseline\": 0.0,\n      \"candidate\": 1.0\n    }\n  },\n  \"promotion\": \"not requested; inspect candidate digest before approval\"\n}\n",
      "durationMs": 43
    }
  ]
}