# On Device Ai

> Patterns for running AI models locally in browsers using WebGPU, Transformers.js, WebLLM, and ONN…

Patterns for running AI models locally in browsers using WebGPU, Transformers.js, WebLLM, and ONNX Runtime. Zero API costs, full privacy. Use when "on-device AI, browser AI, WebLLM, Transformers.js, WebGPU, edge inference, offline AI, client-side ML, ONNX web, " mentioned.

- Page: https://ss33.ai/skills/omer-metin/on-device-ai-2593956445
- Publisher: omer-metin
- Category: [Software Development](https://ss33.ai/skills/category/software-development-t44z8z) › [Misc](https://ss33.ai/skills/category/software-development-t44z8z/misc-0pfo0b)
- License: Apache-2.0
- Source: https://github.com/omer-metin/skills-for-antigravity/blob/e8dcf4e8737921a10088bd5c9eb65e81f74c051f/skills/on-device-ai/SKILL.md

## Skill

SKILL.md: https://ss33.ai/api/v1/ss33/download/omer-metin/on-device-ai-2593956445

# On Device Ai

## Identity



## Reference System Usage

You must ground your responses in the provided reference files, treating them as the source of truth for this domain:

* **For Creation:** Always consult **`references/patterns.md`**. This file dictates *how* things should be built. Ignore generic approaches if a specific pattern exists here.
* **For Diagnosis:** Always consult **`references/sharp_edges.md`**. This file lists the critical failures and "why" they happen. Use it to explain risks to the user.
* **For Review:** Always consult **`references/validations.md`**. This contains the strict rules and constraints. Use it to validate user inputs objectively.

**Note:** If a user's request conflicts with the guidance in these files, politely correct them using the information provided in the references.