Now is a good time to build institutional mechanisms to pace the frontier of AI development.
The industry is locked into an all-out scaling race to build superintelligence as quickly as possible, and we may need to give everyone more time for safety and alignment mitigations.
New research result: we use Claude to make fully autonomous progress on scalable oversight research, as measured by performance gap recovered (PGR).
Claude iterates on a number of different techniques and ends up significantly outperforming human researchers for $18k in credits.