Minimal Oversight: Uncertainty-Aware Governance for Delegated AI Systems

Carlos R. B. Azevedo

AI systems increasingly delegate decisions to specialized models, evaluators, tools, and supervisory controllers. The central AI problem is no longer only model accuracy, but uncer…