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Prefill 6-48x behind and does NOT scale with B (kernel-bound, paging can't fix). Decode: we win at B=1; 2.5-3.7x behind at B>=8 - THAT concurrency gap is the engine's domain (0004 pool + 0005 continuous batching target it). Baseline for the series to improve on. Assisted-by: Claude:opus-4.8 [Claude Code] Signed-off-by: Ettore Di Giacinto <mudler@localai.io>