---
title: "WGSL"
description: "1 posts about WGSL, summarised, each linking to the original."
---

# WGSL
> 1 posts about WGSL, summarised, each linking to the original.

## Articles

### [Introducing @huggingface/kernels: 200+ WebGPU Kernels for Local AI](https://yomu.fyi/post/introducing-huggingface-kernels-200-webgpu-kernels-for-local-ai.md)
- Company: [Hugging Face](https://yomu.fyi/company/hugging-face.md)
- Author: Nico Martin, Joshua
- Published: Sep 1, 2026
- Type: Announcement

Hugging Face’s WebAI team is releasing @huggingface/kernels, a JavaScript loader for optimized WebGPU kernels hosted on the Hub, alongside an initial collection of 207 Apache-2.0 kernels. Each kernel repository packages a versioned contract, metadata, correctness cases, benchmark cases, and parameterized WGSL shader templates, while the loader derives outputs and selects variants for a request and device. Fleet adds browser-based correctness and performance testing, with consent-based private evidence used to identify failures, compare variants, and guide optimization. In comparisons against ORT WebGPU on an Apple M4, matching cases showed a 2.57x geometric-mean speedup and a 1.90x median speedup, though the measurements cover individual GPU operations and exclude setup costs. The project is also intended as a shared foundation for browser inference and future integration with higher-level tooling.