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Proof, Then Trust: Lean Certifies an AI-Generated QAOA Result

TL;DR for operators A technically sophisticated AI answer is still only a candidate. Coherent explanations, detailed equations, and confident conclusions cannot substitute for an independent check of whether the reasoning is valid. Kol and colleagues report such a check for a layered quantum optimization method called QAOA. Lean 4’s kernel verifies that, for an even ring with $2p+2 \le n$, the optimal approximation ratio at depth $p$ is exactly ...

July 29, 2026 · 8 min · Zelina