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.
Yue admitted she had made a “rookie mistake.” She tested the assistant on a small “toy” email list and then released it on her whole inbox which was too large for the guardrail prompts (“Check with me”) she had used for the pilot. But if even a director of superintelligence at Meta is having difficulty navigating the world of agentic AI and “compaction effects,” what hope is there for the rest of us?
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