
Best Local LLMs for 96GB VRAM: RTX PRO 6000 with llama.cpp Benchmarks
A rigorous benchmark guide to running 120B+ LLMs on the NVIDIA RTX PRO 6000 (96GB VRAM). Covers llama.cpp inference speeds, 262K context scaling, MoE smart tensor routing, and native speculative MTP decoding, including a 51% throughput breakthrough on Qwen3.5 122B.

