AI Model Gets Lost in Its Own Math Reasoning

cephaloform · x · 2026-07-20

A screenshot captures a model's lengthy reasoning process: while double-checking an algebraic geometry example related to the Jacobian conjecture, it repeatedly proves the "counterexample holds," while constantly second-guessing if it misread the prompt or miscalculated the formula. It eventually spirals into a loop, wondering if the problem was intentionally designed to trick AI or humans into making errors. It's a classic example of AI failing at complex mathematical reasoning, with the humor lying in how its growing certainty breeds deeper self-doubt.

Related event: Rumors of Claude Fable 5 Disproving Jacobian Conjecture Sparks AI Math Frenzy(73 posts)→

Original post →