[
  {
    "date": "2026-04-29",
    "client": "Northland Logistics",
    "cities": "Indianapolis",
    "states": "IN",
    "events_total": 4,
    "events_ok": 4,
    "checkpoint_count": 2,
    "model": "gpt-oss:20b",
    "cloud": false,
    "lesson": "**  \nAfter an emergency or misplacement event, immediately re‑validate all affected candidate schedules. Pre‑fetch the availability of Sharon Hughes, Gregory T. Roberts, and Dorothy D. Robinson for the remaining slots before assigning them. Ensure the playbook’s `f.reason` is defined and sliced correctly before any assignment to prevent double‑booking. This step eliminates the risk flagged in the checkpoints.",
    "checkpoints": [
      {
        "after": "10:00",
        "risk": "Double booking risk: Sharon, Gregory",
        "hint": "Confirm Sharon Hughes and Gregory T. Roberts are not booked at 14:00, and review the f.reason.slice error in the playbook."
      },
      {
        "after": "14:30",
        "risk": "Dorothy D. Robinson double-book",
        "hint": "Verify Dorothy D. Robinson's schedule, avoid double-booking, and confirm f.reason is defined before assignment."
      }
    ],
    "created_at": "2026-04-21T01:54:16.942Z",
    "file": "2026-04-29_Northland_Logistics_1776736456942.json"
  },
  {
    "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"
  }
]