[
  {
    "date": "2026-05-04",
    "client": "Horizon Supply",
    "cities": "Flint",
    "states": "MI",
    "events_total": 3,
    "events_ok": 0,
    "checkpoint_count": 1,
    "model": "gpt-oss:20b",
    "cloud": false,
    "lesson": "**  \nBefore any baseline, recurring, or emergency assignment, confirm that the role index contains entries for the target location. Pre‑fetch the role data for Flint, MI and validate its JSON formatting to avoid parse errors. If a role is missing, populate a default pool or flag the job for manual review. This prevents the FAIL status and reduces gaps. Implement a pre‑check script that runs before each event.",
    "checkpoints": [
      {
        "after": "16:30",
        "risk": "Missing role data in index",
        "hint": "Verify 'Receiving Clerk' entries exist for Flint, MI before assignment; confirm JSON formatting to prevent parse errors."
      }
    ],
    "created_at": "2026-04-21T02:02:21.047Z",
    "file": "2026-05-04_Horizon_Supply_1776736941047.json"
  },
  {
    "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"
  }
]