I suspect LLM-like technologies will only rarely back out of contradictory or otherwise unsatisfiable constraints, so it might require intermediate steps where

I suspect LLM-like technologies will only rarely back out of contradictory or otherwise unsatisfiable constraints, so it might require intermediate steps where LLM:s formalise the problem in some SAT, SMT or Prolog tool and report back about it.