Scalable oversight — Scalable oversight is the challenge of supervising AI systems on tasks too complex for people to check directly. Proposed methods include having AI systems debate each other or help humans evaluate other AI. It becomes more important as AI exceeds human ability in more areas. It is a major research direction in alignment.

Added October 21, 2026