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协和住院医,攻克了世界级数学难题

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Merged summary

TL;DR - A neurosurgery resident reportedly used an autonomous multi-agent GPT workflow to produce a preprint proving the 22-year-old Crouzeix conjecture. Mathematicians found the argument sound, but it has not yet completed formal peer review.

  • The workflow ran for roughly 16 hours without human intervention, generating independent proof strategies through multiple subagents.
  • Candidate proofs underwent adversarial checks and counterexample-based elimination to reduce invalid reasoning.
  • Prompts, draft iterations, Lean verification code, and axiom checks were released for reproduction.
  • A separate five-page proof, developed with ChatGPT-assisted exploration, reportedly reached the same result via a different method.

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协和住院医,攻克了世界级数学难题

WeChat: 医学界 2026-08-16
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Providers: Hugging Face · N/A OpenAlex · N/A Publisher · N/A Semantic Scholar · N/A X · N/A Fetched 2026-09-16 14:19:53.223620 UTC

TL;DR - A neurosurgery resident reportedly used an autonomous multi-agent GPT workflow to produce a preprint proving the 22-year-old Crouzeix conjecture. Mathematicians found the argument sound, but it has not yet completed formal peer review.

  • The workflow ran for roughly 16 hours without human intervention, generating independent proof strategies through multiple subagents.
  • Candidate proofs underwent adversarial checks and counterexample-based elimination to reduce invalid reasoning.
  • Prompts, draft iterations, Lean verification code, and axiom checks were released for reproduction.
  • A separate five-page proof, developed with ChatGPT-assisted exploration, reportedly reached the same result via a different method.
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