[
  {
    "date": "2026-05-05",
    "client": "Riverline Logistics — Nashville Downtown Build-Out",
    "cities": "Nashville",
    "states": "TN",
    "events_total": 5,
    "events_ok": 5,
    "checkpoint_count": 2,
    "model": "gpt-oss:120b",
    "cloud": true,
    "lesson": "When multiple fills are requested for the same city, lock each worker to a single shift in a temporary assignment map before processing the next request. Pre‑select a backup pool from the nearest alternate city (e.g., Murfreesboro, TN) that stays within the 75‑mi bonus radius and reserve those candidates for emergency or misplacement fills. Before confirming any fill, run a quick cross‑check against the map to catch potential double‑bookings, especially for workers who appear in consecutive requests. If a double‑booking is detected, substitute the reserved Murfreesboro candidate to preserve the schedule and bonus eligibility.",
    "checkpoints": [
      {
        "after": "09:00",
        "risk": "double‑booked staff",
        "hint": "Check worker assignments to avoid double‑booking; if additional Shipping Clerks needed, pivot to Murfreesboro, TN (≈35 mi) – still within bonus radius."
      },
      {
        "after": "15:30",
        "risk": "Potential double‑booking conflict for Jamal Ruiz",
        "hint": "If the next shift is Packaging Operator in Nashville, assign a different local candidate—e.g., pull from Murfreesboro (45 mi) to stay within the bonus radius."
      }
    ],
    "created_at": "2026-04-21T03:12:02.023Z",
    "file": "2026-05-05_Riverline_Logistics_—_Nashville_Downtown_Build-Out_1776741122023.json"
  },
  {
    "date": "2026-05-01",
    "client": "Riverline Logistics — Nashville Downtown Build-Out",
    "cities": "Nashville",
    "states": "TN",
    "events_total": 5,
    "events_ok": 5,
    "checkpoint_count": 2,
    "model": "gpt-oss:120b",
    "cloud": true,
    "lesson": "When multiple fills target the same city, the pool’s “turns” metric can mask imminent double‑booking; always cross‑reference each candidate’s current assignment before confirming a new fill. Pre‑load a secondary candidate list from the nearest bonus‑eligible city (e.g., Murfreesboro, TN ≈ 35 mi) for every role that has already been placed twice in Nashville. If a worker appears in the “cites” count for a role more than once, automatically switch that fill to the Murfreesboro list to preserve the local $4/hr bonus and avoid conflicts. Finally, log each assignment’s turn number and gap count in a shared spreadsheet so the next shift can spot repeat usage at a glance.",
    "checkpoints": [
      {
        "after": "09:00",
        "risk": "double-booking workers",
        "hint": "Pivot next role to Murfreesboro, TN (35 mi) to stay within bonus radius and avoid reusing Brenda Hernandez or Rachel Gonzalez."
      },
      {
        "after": "15:30",
        "risk": "Potential double‑booking conflict for Jamal Ruiz",
        "hint": "Use alternative Packaging Operator from Murfreesboro, TN (≈35 mi) to avoid double‑booking Jamal Ruiz."
      }
    ],
    "created_at": "2026-04-21T03:40:05.328Z",
    "file": "2026-05-01_Riverline_Logistics_—_Nashville_Downtown_Build-Out_1776742805328.json"
  },
  {
    "date": "2026-04-28",
    "client": "Riverline Logistics — Nashville Downtown Build-Out",
    "cities": "Nashville",
    "states": "TN",
    "events_total": 5,
    "events_ok": 5,
    "checkpoint_count": 2,
    "model": "gpt-oss:120b",
    "cloud": true,
    "lesson": "Before confirming any fill, cross‑check the schedule for each role and flag workers already booked for another shift; pull replacements from the nearest qualified city within the 75‑mi radius (e.g., Murfreesboro for Shipping Clerks and Packaging Operators) before finalizing the assignment. Maintain a live list of unassigned workers per role in adjacent cities and prioritize those when a double‑booking risk appears. If a worker is flagged as double‑booked (e.g., Jamal Ruiz), immediately replace them with a local alternate rather than reassigning the same individual. Finally, refresh the system’s “available pool” cache after each fill to keep turn counts accurate and eliminate gaps.",
    "checkpoints": [
      {
        "after": "09:00",
        "risk": "Double-booking risk for scheduled workers",
        "hint": "Select two unassigned Shipping Clerks from Murfreesboro, TN (≈35 mi) for the next shift to avoid double‑booking the Nashville staff."
      },
      {
        "after": "15:30",
        "risk": "Double-booked worker Jamal Ruiz causing conflict",
        "hint": "Pivot to a Packaging Operator from Murfreesboro, TN (≈45 mi) – within bonus radius, avoid double‑booking Jamal Ruiz."
      }
    ],
    "created_at": "2026-04-21T03:32:44.857Z",
    "file": "2026-04-28_Riverline_Logistics_—_Nashville_Downtown_Build-Out_1776742364857.json"
  }
]