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- Direct skip-rate measurement via output_attentions (9% at 512 → 28% at 4K) - PPL validation with q8_0 baselines: 8K/20ch, 16K/10ch, 32K/5ch - ON/OFF delta 0.0000 at all context lengths on clean branch - turbo3 +1.1-1.4% vs q8_0, consistent and unaffected by sparse V - Note: PR #4 was reverted (broke turbo3 PPL 6.18 → 181.6) Co-Authored-By: tturney@psyguard.ai Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>