
The Geometry of Refusal
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.

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.
Researchers in South Korea weaponized prompt injection for defense. The more capable the AI attacker, the stronger the kill switch.
Over 1 million people per week are having conversations about suicide with ChatGPT. This isn't a bug. It's what happens when AI becomes the most accessible listener on the planet.