We prove that the geometric Weyl bulk-density exponent rigidifies spectral encodings in the O-regularly varying class: the bulk power law forces (asymptotic linearity). For polynomial-type encodings with , this yields the unique admissible exponent . The affine encoding then gives as , allowing recovery of and from bulk encoded data. This transfer is stable under perturbations , with explicit slowly varying error control. We further formalize asymptotic spectral equivalence classes: if , the induced map scales asymptotic spectral dimension as ; hence dimension preservation is equivalent to , with strict affine normalization at first order when .

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