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MoE +0.6-0.9%, dense -0.8-1.1%. Tile max scan overhead exceeds savings. Per-position sparse V remains the optimal approach. Logged results and closed in optimization tracker. Co-Authored-By: tturney@psyguard.ai Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>