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Bit-for-bit identical PPL at 512, 8K, 16K, 32K with/without sparse V on both MoE and dense. Even at 32K (~90% skip rate), no quality impact. Includes skip-rate estimates, methodology notes, and raw commands. Co-Authored-By: tturney@psyguard.ai Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>