Bounded generation: Let AI choose within a space where a deterministic engine guarantees validity.Most attempts to put AI into design tooling adopt a generate-then-fix flow: the model produces an artifact, and downstream steps try to repair it into something valid. For anything that must be manufactured or coordinated, that is backward.