{"after_event":"12:15","event_kind":"expansion","ok":true,"model":"gpt-oss:20b","duration_secs":12.362,"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."}
{"after_event":"15:45","event_kind":"misplacement","ok":true,"model":"gpt-oss:20b","duration_secs":11.178,"risk":"Empty model output risk","hint":"Switch to a more robust model, shorten prompts, and pre‑validate Warehouse Associate data for Toledo before generation."}