[lgiordano_notte]

Agree with this. Constraining generation with physics, legality, or even tooling limits turns the model into a search-and-validate engine instead of a word predictor. Closer to program synthesis.

The real value is upstream: defining a problem space so well that the model is boxed into generating something usable.