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#artificial intelligence Review Oct 2026

Viva La Vida: Verification and Accumulation Failures in Multi-Agent Proof Search

When an agentic prover works on an open problem, there is no proof assistant to fall back on: its verifier and lemma library are ultimately language models judging model outputs. We instrumented such a system end to end and analyzed $51{,}754$ traced observations across three full runs ($186$ hours, \$$5{,}694$). We fi...

Ben-Ji Xu, Ken Zheng, Noah Han · 0 citations

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