Minimal Oversight: Uncertainty-Aware Governance for Delegated AI Systems

In three linesMinimum Sufficient Oversight Principle (MSO) for governing autonomy in delegated AI systems. Variational formulation on Fisher information manifold minimizing governance burden under performance constraint. Capacity theorem for stationary symbolwise review policies, autonomy-time scaling law, and masking identified as AI-governance pathology. Python package released.

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