The Gate Has a Ceiling
A new impossibility result proves that classifier-based safety gates can’t keep up with self-improving systems. At a million proposed modifications, a classifier can safely approve at most 87 while a verifier could approve 500,000. The escape exists — but it requires proving safety, not predicting it.