Q: canonical standalone chat rebuilt from apps/q engine (warm-KV persona-prefix reuse)

decode(): report live-path GPU ms/tok for clean CPU/GPU split

spec-decode for BitNet: subNorm+f32-KV batched verify, ?spec + ?bench=spec

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