Top AI Product

Every day, hundreds of new AI tools launch across Product Hunt, Hacker News, and GitHub. We dig through the noise so you don't have to — surfacing only the ones worth your attention with honest, no-fluff reviews. Explore our latest picks, deep dives, and curated collections to find your next favorite AI tool.


Claude Fable 5 finds a Jacobian Conjecture counterexample — an 87-year-old problem is dead

The Jacobian Conjecture survived 87 years, a pile of published proofs that later collapsed, and a spot as problem 16 on Smale’s list of math problems for the 21st century. On July 19, an Anthropic employee handed it to Claude Fable 5. The model found a concrete counterexample. The conjecture is false.

A refutation you can check by hand

Keller’s 1939 conjecture says any polynomial map with constant nonzero Jacobian determinant must have a polynomial inverse. Fable 5 — Anthropic’s Mythos-class frontier model, the tier above Opus — wrote down an explicit map from ℂ³ to ℂ³ with Jacobian determinant −2 that sends two different points, (0, 0, −1/4) and (1, −3/2, 13/2), to the same output. Two inputs, one output, no inverse. Verification takes pen and paper.

Third conjecture down in 2026

GPT-5.6 proved the cycle double cover conjecture. An OpenAI model overturned Erdős’s unit distance conjecture in May. Now Fable 5 kills the most notorious of the three — a problem famous for wrecking careers with subtly wrong proofs. The pattern: LLMs are winning at counterexample hunting first, generating strange candidates fast and checking them cheaply. The HN thread hit the front page within hours.


You Might Also Like


Discover more from Top AI Product

Subscribe to get the latest posts sent to your email.



Leave a comment