Freetokens project is impressive

Reddit r/LocalLLaMA Tools

Summary

A new open-source project called FreeToken has been released, featuring a research paper and GitHub repository, with tests showing efficient token processing speeds of around 100 tokens per second on consumer hardware.

A new project was released yesterday and I have the opportunity to test it today. Papper: https://arxiv.org/abs/2608.16157 Github: https://github.com/FlashML-org/FreeToken My initial tests with the following setup: RTX 5080 (16 GB) DDR6 64GB AMD Ryzen 9 9950X3D I got 100tok/s on QWEN3.6-35B-A3B NVFP4 (20GB - does not fit in my VRAM). Have you already tried it? (Example bellow with a 1028 token prompt - ~110 tok/s) https://preview.redd.it/x21sl7oo2wkh1.png?width=833&format=png&auto=webp&s=7372da17978de714ac95d464f340bb24017cab80
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FlashML-org/FreeToken

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FreeToken is an edge-native Mixture-of-Experts serving engine that runs frontier-scale 290B+ open-weight MoE models locally on consumer hardware, featuring bandwidth-adaptive CPU-GPU co-execution, semantic-aware caching, and elastic VRAM management with Anthropic/OpenAI-compatible APIs.