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We develop the thesis that the kernel acts as a geometric regulariser, placing parametric statistical models in generic (transversal) position relative to degeneracy loci encoding non-identifiability, singular information, moment indeterminacy, and representation failure.\n  Using the transversality theorems of Whitney, Thom, and Mather, we prove a finite-dimensional weak transversality the","authors_text":"R. 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