Keeping canon consistent across an AI production pipeline

Ask three different image generations for 'the same character' and you'll get three different people. Across a script, a storyboard, and a voice track, that drift compounds into a broken universe.

Sweatbox models the whole production as a graph — franchise to production to episode to scene to shot — and a context engine injects locked canon into every model prompt automatically. Wardrobe references and prompt preambles travel with the shot.

Consistency stops being something the creator has to remember and becomes something the system guarantees.

The living bibles are first-class data, not documents that fall out of date. Because canon has a real structure to attach to, every generation starts from the same ground truth.