I used z3 theorem prover to assess LLM output, which is a pretty decent SAT solver. I considered the LLM output successful if it determines the formula is SAT or UNSAT correctly, and for SAT case it needs to provide a valid assignment. Testing the assignment is easy, given an assignment you can add a single variable clause to the formula. If the resulting formula is still SAT, that means the assignment is valid otherwise it means that the assignment contradicts with the formula, and it is invalid.
This is relevant beyond toy demos. Dagger uses LLB as its execution engine for CI/CD pipelines. Earthly compiles Earthfiles into LLB. The pattern is proven at scale.
。关于这个话题，51吃瓜提供了深入分析
PIXELS_TRUENAS_PORT
Филолог заявил о массовой отмене обращения на «вы» с большой буквы09:36
Advanced marketing copy generation