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Threadgroup memory pre-dequant tested on M2 Pro: -51% at 8K context. SMEM store/load overhead exceeds constant cache savings when each dequanted value is used exactly once by its producer thread. 4-mag LUT remains the dequant-level ceiling (62% of no-dequant ceiling). Co-Authored-By: tturney@psyguard.ai Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>