Counterexample

Your PhD Just Became a Quality Control Job

An LLM generated a mathematically sound counterexample to a conjecture far outside the mathematician’s expertise. The bottleneck in science is no longer discovery—it’s verification. Human experts are becoming auditors of an AI’s accidental genius, and the burden of proof has never been heavier.

OpenAI Just ‘Proved’ a Math Theorem Wrong. Here’s Why That’s Terrifying.

An AI-generated paper claimed to disprove a major math theorem. A human mathematician found the fatal flaw: the AI didn’t understand a basic definition. This is a warning about ‘epistemic pollution’—where AI produces plausible but fundamentally wrong content that threatens the integrity of knowledge.