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Decode-dominated B=64 nsys: mul_mat_q<MXFP4> 54.6%, attention only 19.8%. Both phases are FP4-MoE-kernel-bound (Lever 3). The paged series cannot close the vLLM gap in either phase; its real value is capacity + prefix-sharing, not tok/s parity. Assisted-by: Claude:opus-4.8 [Claude Code] Signed-off-by: Ettore Di Giacinto <mudler@localai.io>