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This paper challenges the conflation of dynamic parameterization with dynamic inference, introducing Frozen-Controller Auditing to show that input-dependent coefficients do not imply computational savings. Experiments on Transformers reveal static layerwise profiles retain near-full performance despite no conditional execution.