Doc Studio · Flask

Lab note

The first of the studio line in Python, and the proof that porting the substrate rather than an app was the right call: ai-object plans the edits, phantom-core writes the prose, and neither knows the other exists. It started at eight hundred lines; once the generic half was extracted into flask-studio it became forty-three — a vocabulary, not an application. The determinism is what makes it testable, and one test caught a real bug: I had seeded generation with the random document id and quietly destroyed the property the engine exists to provide.