Scalable oversight designs should ensure overseers benefit more from increased capability than the systems they oversee.
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(3) iterate on the oversight design until Guards benefit more from increased capability than Houdinis (i.e., mG > mH ).
Recommendations in the conclusion for designing scalable oversight procedures.
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Created by extractor · Nov 2, 2026. Every judgment on this page is accompanied by a reasoning trace.