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- Narrow headline claim to pure-attention models (phi-4, Qwen2.5-7B) - Flag Qwen3.5 hybrid results as confounded by layer-selection bug - Correct layer counts (Qwen3.5-27B=64 total/16 KV, MoE=40 total/10 KV) - Add boundary width vs precision addendum (2+2 vs 4+4 vs f16) - Add long-context validation (8K, 16K) showing gains dilute - Keep 2+2 q8_0 as sole experimental mode, do not promote 4+4 - Add reproduction warning for hybrid architectures Co-Authored-By: tturney@psyguard.ai Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>