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Models & the .brik format

What the engine loads and how: single-file GGUF straight from Hugging Face, shareable test links, and the .brik streaming format with its in-browser converter.

Run any Hugging Face model

Brimkern reads single-file GGUF directly — the format the Hub already hosts, with no conversion or compilation step. Paste any of these into the field on the home screen (or in the model browser):

Qwen/Qwen3-0.6B-GGUF
https://huggingface.co/Qwen/Qwen3-0.6B-GGUF
https://huggingface.co/Qwen/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q8_0.gguf
https://example.com/my-model.gguf

The best quantization is picked for you (Q4_K_M first, then Q4_K_S, Q5, Q8…), and the tokenizer follows the file — nothing to configure. Sharded GGUFs (-00001-of-0000N) and vision projectors (mmproj) are refused with an explicit message rather than half-loaded.

The .brik format & converter

A .brik is a GGUF re-packaged for the browser: weights already quantized to int4/int8, laid out so each layer is one contiguous HTTP range, with the tokenizer embedded. The practical effect: the model loads by ranges (resumable, partially, genuinely offline afterwards) instead of as one multi-gigabyte download.

You can convert a GGUF yourself, in the browser — the file never leaves your machine: open the converter.

Brimkern — open WebGPU engine, built by Romain Khanoyan. Local AI, WebGPU, on-device engines.