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Optimized vLLM setup for Gemma 4 31B NVFP4 with MTP on dual RTX PRO 6000 Blackwell using vllm and docker: native FP4 Tensor Cores, Multi-Token Prediction (96.5% acceptance rate), and prefix caching. Includes benchmark results and replication scripts.