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Workshop

Workshop

This is where we invent and test — for clients and for ourselves. What you see here is public. Private or protected data does not go online.

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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.

Experiments