Rademacher’s Theorem can be interpreted as an almost-everywhere \emph{little- improvement principle}: if a function admits a uniform pointwise first-order Lipschitz control at every point, then this control improves to a vanishing one at almost every point. In the language of Calderón–Zygmund pointwise spaces, this means that The purpose of this paper is to establish an analogous almost-everywhere improvement principle in a refined setting. We consider pointwise Calderón-Zygmund spaces defined via polynomial approximation in with a function parameter , allowing for fractional regularity indices and logarithmic corrections through Boyd functions. We prove that, under natural assumptions on , the uniform membership on a measurable set implies an almost-everywhere improvement to a vanishing approximation rate, namely where . The proof combines measurability arguments, a generalized Whitney extension theorem, and fine properties of Sobolev spaces. We also show that this result is essentially sharp: in general, one cannot expect almost-everywhere membership in for fractional indices, and explicit counterexamples are provided.

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