AI-generated screens must earn trust

Polish is not evidence.
Generated claims still need user, task, context, and proof.
Accept useful structure, adapt vague ideas, and reject fake certainty.

Annotated AI-generated study planner concept showing unclear user, broad task, unsupported certainty, equal priority, and privacy risk. — Controlled generated sample: the screen looks finished, but the critique targets show why human judgment still leads.KLD Institute controlled AI-generated sample, created 2026-05-14.