Measuring the Value of World-Model Updates: A Counterfactual Utility Protocol for Continual Adaptation
The fork ledger is introduced, which branches a deployment stream at pre-registered decision points into matched update and hold continuations under common random numbers, allowing triggers to be judged by the updates they select rather than by surprise detection alone.
An-Qi Li, Kaden Kim
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