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Vilenkin basis decomposition on Phi-2 suggests K and V occupy disjoint spectral bands, providing potential mathematical basis for asymmetric compression. Caveat: single model, needs validation across architectures. Co-Authored-By: tturney@psyguard.ai Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>