Everything on Operational Limits

AI models produce shorter, verifiable proofs because they lack the ability to reliably check long, complex arguments. This limitation defines the current boundary of AI capability in mathematical reasoning.

Impact: Workflows involving AI must include rigorous human or formal verification steps to mitigate the risk of subtle errors in long, complex arguments.

— from AI Math Capabilities and Human Expertise · a16z Podcast· Sep 01, 2026