TensorFold 1.0: open-source local inference hits 874 tok/s on RTX PRO 6000

Jasonio · x · 2026-11-03

TensorFold for Mac 1.0.0 marks the first stable release of this open-source local inference project, with Linux and Windows builds coming soon. It runs open models fast on GPUs you own via native Metal/CUDA, supporting Qwen, Nemotron, GLM, and LFM, with an OpenAI-compatible API.

Published measurements: 874 tok/s decode with Nemotron 3.5 Lightning on an RTX PRO 6000 Blackwell (speculative decoding + MLX 4-bit); 90–110ms prompt reuse on NVIDIA GB10; 199 tok/s aggregate across eight concurrent streams for GLM-5.3-Flash on two M5 Ultras. Features include parallel decode, prompt reuse, and models spanning connected Macs, plus StarLight for enterprise fleet management.

Version 1.0 adds a compact Ask bar with window selection and local text extraction, background menu-bar mode, connection health/inbox improvements, and engine updates without replacing the app.

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