# Cross-day lesson — Northland Logistics, 2026-04-29 _Generated by `gpt-oss:20b` in 5.3s. Based on 4 events + 2 mid-day checkpoints._ ** After 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.