A General Model Reads "PO" as Purchase Order and "Fire Watch" as a Fire. Industry-Trained AI Stopped Mangling Guard Reports in 2026.
Why general AI turns 10-50 into fifty and fire watch into a fire, what industry-trained models fix in guard reports, and the cash-flow cost of getting it wrong.