Seat Desk

Seat Desk is a Hindi/English front-desk enquiry assistant for a real small-town study library (Rasra Library & Study Point, Ballia, UP) - the desk that answers the same questions all day: is a seat free tomorrow afternoon, what does membership cost, when do you open. Design rule: the model understands, the code decides. Muse Spark 1.3 performs validated structured understanding only (strict-JSON extraction of date, interval, slot, seat and intent, including spoken-style Hindi dates); every operational fact - availability, hours, fees - comes from deterministic code over an approved knowledge pack, with citations, clarification questions, and an explicitly unsent human-handoff summary for anything consequential. Muse Voice Transcribe 1.0 adds spoken Hindi: the transcript is never used until the speaker confirms or corrects it. Acceptance is adversarial: a completed answer with a wrong date, interval, count or seat set is recorded as a failure, not a success, and the genuine live run is committed as evidence (evidence/live_run.json), with real token usage. The interactive app runs locally with per-visitor sessions and layered spending caps (two-minute setup in the README); moodily.in/seat-desk/ is the public project page - there is no publicly hosted app. Demo data is historical and synthetic; no real member records; nothing is ever booked or sent.