A model baked anywhere (Python's functai.bake, or a trainer that wrote
baked.json format 2), its weights served by an OpenAI-compatible server
at url (vllm serve <folder>/model serves /v1/chat/completions).
fn.using({ lm: student }) runs fn on it, laid out exactly as it was
trained: the student's signature and layout, no worked examples, the chat
template the server applies with thinking off. A call is refused when fn
changed since it was baked (baked-changed), or gives a fixed input
another value (baked-fixed) or a derived one a pair the student never
saw (baked-derived).
A model baked anywhere (Python's
functai.bake, or a trainer that wrotebaked.jsonformat 2), its weights served by an OpenAI-compatible server aturl(vllm serve <folder>/modelserves/v1/chat/completions).fn.using({ lm: student })runsfnon it, laid out exactly as it was trained: the student's signature and layout, no worked examples, the chat template the server applies with thinking off. A call is refused whenfnchanged since it was baked (baked-changed), or gives a fixed input another value (baked-fixed) or a derived one a pair the student never saw (baked-derived).