[
  {
    "date": "2026-05-02",
    "client": "Heritage Foods",
    "cities": "Flint",
    "states": "MI",
    "events_total": 3,
    "events_ok": 0,
    "checkpoint_count": 1,
    "model": "gpt-oss:20b",
    "cloud": false,
    "lesson": "**  \nBefore any shift in Flint, run tool‑calibration and drift diagnostics for all crews, prioritizing the Assembler team. Schedule a pre‑shift check to confirm that each role’s pool assignment is correct and that no gaps remain. Verify that all baseline, expansion, and emergency tasks have the required resources pre‑loaded; a single unfilled gap caused the failures today. Implement this pre‑shift routine for every Flint deployment to avoid repeat failures.",
    "checkpoints": [
      {
        "after": "08:30",
        "risk": "Assembler drift risk in Flint",
        "hint": "Prioritize tool calibration, run drift diagnostics, and schedule pre-shift check for Assembler crew in Flint."
      }
    ],
    "created_at": "2026-04-21T01:59:20.539Z",
    "file": "2026-05-02_Heritage_Foods_1776736760539.json"
  },
  {
    "date": "2026-04-30",
    "client": "Parallel Machining",
    "cities": "Flint",
    "states": "MI",
    "events_total": 3,
    "events_ok": 0,
    "checkpoint_count": 1,
    "model": "gpt-oss:20b",
    "cloud": false,
    "lesson": "**  \nBefore any shift, verify that all tools are calibrated and that the pool assignment is set—an unset pool causes immediate failure. For emergency tasks, perform a quick drift check and recalibrate tools on the spot to mitigate drift risk. Apply the same pre‑check routine to baseline and recurring tasks to avoid cascading failures. Keep a ready‑to‑run calibration script in the agent’s routine for rapid deployment.",
    "checkpoints": [
      {
        "after": "12:30",
        "risk": "Drift risk: emergency Packer Flint",
        "hint": "Address drift flags: calibrate tools,"
      }
    ],
    "created_at": "2026-04-21T01:56:32.212Z",
    "file": "2026-04-30_Parallel_Machining_1776736592212.json"
  },
  {
    "date": "2026-04-27",
    "client": "Pioneer Assembly",
    "cities": "Flint",
    "states": "MI",
    "events_total": 5,
    "events_ok": 0,
    "checkpoint_count": 2,
    "model": "gpt-oss:20b",
    "cloud": false,
    "lesson": "**  \nBefore launching any shift, run a quick schema validation on the executor’s output to ensure the JSON array is properly closed and matches the planner’s expected format. Pre‑fetch and cache the candidate pool for each role so the planner has available candidates (avoiding zero turns). Finally, verify tool calibration—especially for roles like Shipping Clerk—in the target location before deployment to prevent drift.",
    "checkpoints": [
      {
        "after": "14:00",
        "risk": "JSON parse failure risk",
        "hint": "Check executor output formatting; ensure JSON array closed properly; validate before sending to planner."
      },
      {
        "after": "17:00",
        "risk": "Shipping Clerk drift risk",
        "hint": "Verify Shipping Clerk tool calibration in Flint before deployment to avoid drift."
      }
    ],
    "created_at": "2026-04-21T01:50:40.482Z",
    "file": "2026-04-27_Pioneer_Assembly_1776736240482.json"
  }
]