spec bench: warmup + short prompt + 192-tok decode-dominated (fix prefill confound)

live decode profile ?bench=perf: boosted-clock steady tok/s vs roofline

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

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initial commit