This is a statistical technique, effectively: it shrinks the problem space the LLM faces at each decision point. Ideally, it would be a way to turn a request from an open-world game into a game on rails. Given the DSL, my options are only X or Y at this point in the solution.

Admittedly, that’s just improving the likelihood of getting a successful result, but if you mean 100% when you say “reliable”, that’s a false equivalence. No coder gets it right reliably either.