event_kind: expansion

risk: Model output failure risk

hint: If next event is “12:45 expansion Warehouse Associate×4 in Chicago, IL”, switch to gpt-4o-mini and shorten the prompt.


event_kind: misplacement

risk: Empty model output risk

hint: Switch to a more robust model, shorten prompts, and pre‑validate Warehouse Associate data for Toledo before generation.