Writing & notes.

A single do-everything agent conflates requirements, design, code, and tests into one fuzzy prompt. Splitting the work into roles makes the whole thing inspectable — and better.

How detection, liveness, and recognition fit together into a face-verification flow — and why the order of those three stages matters more than the models themselves.