A face that talks along.
Behind it, a study for our simple retraining. The pipeline tries to retrain itself: write scripts, evaluate against a fixed baseline, lock quality behind gates, adapt, retrain. QA checks deterministically first — build, tests, quality gates. It does not sign itself off.
In front sits a mini security layer: no token in the client, speak only through the same-origin proxy, with a rate limit and a host allowlist.