# Cross-day lesson — Ironclad Industrial, 2026-04-22

_Generated by `gpt-oss:120b` in 9.1s. Based on 5 events + 2 mid-day checkpoints._

Gary, IN has zero Electrician supply – for any Electrician request there pivot immediately to Hammond, IN (≈15 min) or Chicago, IL (≈40 mi) to satisfy the needed count. Flint, MI has zero Welder supply – redirect Welder requests to Saginaw, MI (≈30 mi), where candidates with >0.7 availability exist. Load the candidate pools for Hammond, Chicago, and Saginaw at shift start so the system can draw from them without triggering drift flags. Keep an eye on double‑booking (e.g., Barbara R. Price) and assign a different resource or alternate city when a similar role reappears. This pre‑emptive pivoting eliminates aborts and preserves turn efficiency.