
Your AI Is Hallucinating on Purpose
We fed three LLMs data that contradicted their training. Every model spotted the contradiction. Not one stopped there. One sentence fixes it.

We fed three LLMs data that contradicted their training. Every model spotted the contradiction. Not one stopped there. One sentence fixes it.

An independent researcher built a framework where AI hallucinations aren't minimized but mathematically impossible. Evidence on a sphere. Contradiction collapses the region. Refusal becomes geometric necessity.