Strata revives decade-old Maxwell GPUs: local LLM at 150 tk/s prefill on M6000/M40

jmuff98 · reddit · 2026-10-17

A Reddit user ran a local LLM on a Quadro M6000 + Tesla M40 (two Maxwell GPUs, 48GB combined VRAM) using Strata, measuring 150 tk/s prefill and 25 tk/s decode. Not fast or power-efficient, but surprisingly usable — all MoE experts fit in VRAM, with Strata used purely to maximize prefill speed. No code optimization was done beyond porting NVIDIA architecture support so Maxwell cards can run Strata.

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