Private-First AI: Building a Browser-Based Mental Health Classifier with WebLLM and WebGPU

The article demonstrates how to build a browser-based mental health emotion classifier using WebLLM and WebGPU that runs entirely locally, eliminating cloud servers and ensuring complete data privacy. It covers the architecture leveraging Apache TVM for GPU-accelerated inference within React, including asynchronous model loading patterns and system prompt engineering for clinical emotion classification.