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1-bit 27B in the browser: 25–30 tok/s on a 6 GB RTX 3060 Laptop (WebGPU, no install)

Via r/LocalLlama
Wednesday, Sep 9, 2026 · 1:49PM
Summary

mentria.ai is a browser inference engine I've been building solo, from scratch in WebGPU/WGSL. This week it crossed a milestone I had been chasing for a while: a 27B one-bit model answering at up to 30 tokens/s on an RTX 3060 Laptop GPU with 6 GB of VRAM, in Chrome, from a web page. No install, no s

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