[
  {
    "date": "2026-04-28",
    "client": "Riverfront Steel",
    "cities": "Toledo",
    "states": "OH",
    "events_total": 3,
    "events_ok": 2,
    "checkpoint_count": 1,
    "model": "gpt-oss:20b",
    "cloud": false,
    "lesson": "**  \nBefore scheduling a Packer in Toledo, confirm the tool calibration and verify the location accuracy to mitigate drift risk. Update the pool status immediately after baseline and recurring fills so the Packer has accurate data. Schedule the Packer only after the pool is refreshed to avoid misplacement failures. Double‑check the Packer’s tool settings in the system before the shift starts.",
    "checkpoints": [
      {
        "after": "08:30",
        "risk": "Packer Toledo drift risk",
        "hint": "Check Packer's tool calibration and location accuracy in Toledo before scheduling to avoid drift errors."
      }
    ],
    "created_at": "2026-04-21T01:52:09.394Z",
    "file": "2026-04-28_Riverfront_Steel_1776736329394.json"
  },
  {
    "date": "2026-04-26",
    "client": "Apex Warehouse",
    "cities": "Cleveland",
    "states": "OH",
    "events_total": 3,
    "events_ok": 2,
    "checkpoint_count": 1,
    "model": "gpt-oss:20b",
    "cloud": false,
    "lesson": "**  \nWhen an expansion event is scheduled before a recurring event, always pre‑fetch the availability of every candidate slated for the recurring slot (e.g., Anna Rivera, Jack K. Ramirez, Thomas J. Lewis, Brenda A. Cox, Lisa O. Diaz) at the overlapping time. Verify that none of these candidates are already assigned to the expansion or any other role before committing them to the recurring slot. Adjust the expansion or recurring schedule if any overlap is detected, and keep the pool size and turns in mind to avoid overloading the same candidates. This prevents double‑booking and ensures a smooth fill.",
    "checkpoints": [
      {
        "after": "14:30",
        "risk": "Double-booking at 15:30",
        "hint": "Verify 15:30 slot for Anna Rivera, Jack K. Ramirez, Thomas J. Lewis, Brenda A. Cox, Lisa O. Diaz before assigning new roles."
      }
    ],
    "created_at": "2026-04-21T01:48:13.293Z",
    "file": "2026-04-26_Apex_Warehouse_1776736093293.json"
  },
  {
    "date": "2026-04-25",
    "client": "Midway Distribution",
    "cities": "Columbus",
    "states": "OH",
    "events_total": 2,
    "events_ok": 2,
    "checkpoint_count": 1,
    "model": "gpt-oss:20b",
    "cloud": false,
    "lesson": "**  \nBefore any expansion event, pull the current schedule for all workers you plan to assign—especially those recently filled in baseline events. Verify that none of those workers have overlapping shifts or pending assignments; if a conflict is found, reallocate or postpone the expansion. Also, run a quick validation of the scheduling script to catch artifact errors that could create duplicate entries before committing new assignments.",
    "checkpoints": [
      {
        "after": "13:00",
        "risk": "Risk of double booking existing workers",
        "hint": "Check schedule for Diane Y. Wilson, Tyler V. Cox, Karen Hernandez, Joshua Y. Price before assigning new shifts; resolve artifact error in scheduling script."
      }
    ],
    "created_at": "2026-04-21T01:46:43.383Z",
    "file": "2026-04-25_Midway_Distribution_1776736003383.json"
  }
]