You can simplify most of those problems by writing the constraints down in conjunctive/disjunctive normal forms and applying standard simplification on them, like you're back in school. That also eliminates things like repetition, since doing so also makes the problem declarative. If you need the recursive loops, you're guaranteed to be to stratify them for any reasonable problem. If you wanted, you could solve the problem optimally from this point by finding the prime implicants, or just accept a suboptimal solution that runs faster than you have any reason to care about, like datalog and sql do.

That doesn't work in general for mathematica because it's too powerful.