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# Claude 'Fable 5' just disproved an 87-year-old math conjecture by prompting

**[Trends](https://daily.dev/sources/trends)** · 3 min read · 3 upvotes · 0 comments

## Summary

An AI model called 'Claude Fable 5' reportedly produced a counterexample to the Jacobian conjecture, an open mathematical problem since 1939. The counterexample is a concrete 3D polynomial function where three distinct inputs map to the same output, violating the conjecture's invertibility requirement. The math community still needs to independently verify the result. The find highlights AI's structural advantage in counterexample-finding tasks: large search spaces with clear verification criteria. It also raises broader questions about how many other long-standing open problems could fall to AI-assisted search, and whether access restrictions on frontier models are limiting wider scientific progress.

## Content

An 87-year-old math conjecture is dead, and the discourse is split between "this changes everything" and "a machine found a needle in a haystack, calm down."

The setup: the Jacobian conjecture, posed in 1939, claimed that any polynomial map with a constant nonzero Jacobian determinant must be globally invertible. Anthropic mathematician Levent Alpöge, working with Claude Fable 5 during the World Cup final, found a counterexample — a cubic polynomial map from ℂ³ to itself that sends three distinct input points to the same output. Jacobian determinant is a constant −2 everywhere. Not invertible. Conjecture dead. The proof verified in Lean within hours, and Terence Tao wrote up a clean exposition shortly after.

The part that's making people's heads spin: mathematicians had estimated any counterexample would need polynomials of degree up to 200. Fable found one at degree 7. The prompts Alpöge used were reportedly something like "do a breakthrough" and "enough, do it." That detail is doing a lot of work in the discourse right now.

Fields medallist Timothy Gowers called it "the first AI solution to a major problem outside his own field." Qiaochu Yuan called it "the most famous open problem solved by a language model so far." OpenAI's Codex reportedly found the same counterexample independently, which either validates the result or raises questions about how hard the search actually was, depending on who you ask.

The skeptics have a point worth taking seriously. Andrew Blumberg argues a counterexample is fundamentally a search problem — generate candidates, check them, repeat — and that this reveals nothing about mathematical insight compared to constructing a proof. The counterexample is trivially verifiable once you have it; the hard part was the search space, which is exactly where raw compute wins. That's a real distinction.

But the counterargument is also real: the conjecture fooled serious mathematicians for nearly a century. Beniamino Segre published three separate incorrect proofs. Claude Chevalley accepted a flawed one. The search space was large enough that humans never found this. Degree 7 versus degree 200 is not a small gap.

Alpöge hints there may be a positive result hiding inside the counterexample structure, and a full write-up is coming. The two-variable version of the conjecture remains open.

The meta-take forming in some corners: this is what AI-assisted math looks like in practice. Not replacing mathematicians, but dramatically compressing the search phase of disproofs. Expect a lot more of this.

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- [A Simplified View of the Jacobian Conjecture](https://daily.dev/posts/a-simplified-view-of-the-jacobian-conjecture-31xgiqpq6) · Towards Data Science · 0 upvotes · 0 comments

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Tags: [#ai](https://daily.dev/tags/ai), [#math](https://daily.dev/tags/math), [#claude](https://daily.dev/tags/claude), [#anthropic](https://daily.dev/tags/anthropic)

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