Demo

Watch it answer. And watch it refuse.

Three real sessions from the offline app, replayed at the speed they actually ran. Pick a question.

Farmer's question

Sources on this answer

Honesty note: these are verbatim transcripts from our published evaluation run of 21 August 2026, replayed in your browser at the measured generation speed. Nothing on this page calls a model — the real thing runs on the laptop, offline. Raw transcripts are in the repository.

The same pipeline, in the app

What you'd see on the laptop.

Shuka refusing an out-of-scope poultry question, stamped NOT IN SOURCES — The refusal guardrail: no covering source, no answer — by design.

Shuka on a phone-sized screen, answer with stacked source cards — Community mode: phones on the cooperative's hotspot use the laptop as an answer server.

Run it on your own laptop