Unlock: Scalable Oversight: Judging Work Beyond the Supervisor

How to supervise work the supervisor cannot produce: name the asymmetry between agent and judge, compare weak-to-strong learning, decomposition, process supervision, debate and disagreement resolution, measure the fraction of a performance gap recovered rather than raw gains, and derive exactly why a panel of correlated judges can add almost no information.