Let , , , and write , where is the active velocity variable and is passive with respect to . We consider where and the measurable matrix has ellipticity and size controlled by . For arbitrary such weights, including weights depending on the active variables, we prove a weighted hypoelliptic transfer estimate, a kinetic Sobolev inequality, local boundedness, the weak Harnack and Harnack inequalities, local Hölder continuity, and the strong minimum principle. The Harnack argument uses a full-variable weighted measure-data compactness theorem. An velocity-averaging estimate gives compactness of smooth moments of , and weighted Poincaré inequalities in all diffusive variables reconstruct . At a two-phase limit, testing with non-negative profiles produces transport directions given by weighted mean velocities. A argument applied to the limiting subsolution inequality yields the no-jump principle needed for expansion of positivity and a weighted kinetic ink-spots lemma. The theory includes the weight in the extension of Garofalo and Tralli for fractional powers of the Kolmogorov operator.

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