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Full 4-way sweep (npl 8/32/64/128): dense Qwen3.6-27B (clean W4A4) + MoE Qwen3.6-35B-A3B (vLLM Marlin NvFp4). Parity at npl8; vLLM scales ~2.8-2.9x ahead on decode at npl128. llama TTFT explodes at high concurrency - run WITHOUT max_prefill_tokens (0013), the prefill-starvation also drags decode_agg; fair re-run with the QoS budget pending. llama wins on on-demand memory (paged). Assisted-by: Claude:opus-4.8 [Claude Code] Signed-off-by: Ettore Di Giacinto <mudler@localai.io>