[
  {
    "date": "2026-04-21",
    "client": "Heritage Foods",
    "cities": "Indianapolis",
    "states": "IN",
    "events_total": 5,
    "events_ok": 3,
    "checkpoint_count": 2,
    "model": "gpt-oss:20b",
    "cloud": false,
    "lesson": "**  \nBefore starting any expansion or recurring fill, verify the candidate pool size and skill availability; if the pool is unknown or insufficient, postpone the run. For Packer roles, perform a quick tool calibration check and confirm drift thresholds to avoid drift risk. Always cross‑check each candidate’s calendar—especially high‑volume staff like Susan X. Ruiz—to prevent double bookings. Update the booking system to flag conflicts automatically. These steps will reduce failures and keep the schedule on track.",
    "checkpoints": [
      {
        "after": "09:30",
        "risk": "Packer drift risk in Indianapolis",
        "hint": "Verify tool calibration and drift thresholds before next Packer expansion in Indianapolis."
      },
      {
        "after": "12:00",
        "risk": "Susan X. Ruiz double-booked",
        "hint": "Verify Susan X. Ruiz’s schedule before assigning; ensure no overlapping shifts; update booking system to flag conflicts."
      }
    ],
    "created_at": "2026-04-21T01:33:53.135Z",
    "file": "2026-04-21_Heritage_Foods_1776735233135.json"
  }
]