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3-line sparse V dequant yields +22.8% decode at 32K with zero quality loss. NIAH 9/9 (100%), PPL identical. Documents 14 failed dequant approaches and why sparse V succeeds where they don't. Co-Authored-By: tturney@psyguard.ai Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>