Paired Exact-Reset Evaluation of a Prediction-Derived Medium-to-Full World-Model Cascade

Malo de Pastor

Existing adaptive-inference and world-action-model systems use cheap-stage outputs or predicted futures to allocate additional computation. We study a narrower question: under pair…