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

This story is from 2026-09-09. It is preserved in the archive; the latest stories are on the live feed.

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…

Read the full story at r/LocalLLaMA ↗

Timeline · 2 reports

  1. 2026-09-09 16:27 · r/LocalLLM
    1-bit 27B running in browser: 25–30 tok/s on a 6 GB RTX 3060 Laptop
  2. 2026-09-09 13:49 · r/LocalLLaMA
    1-bit 27B in the browser: 25–30 tok/s on a 6 GB RTX 3060 Laptop (WebGPU, no install)

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