on-device-ai

使用WebGPU、Transformers.js、WebLLM和ONNX Runtime在浏览器中本地运行AI模型的模式。零API成本，完全保护隐私。当提到“设备上的AI、浏览器AI、WebLLM、Transformers.js、WebGPU、边缘推理、离线AI、客户端ML、ONNX网页”时使用。

On Device Ai

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.