Blog
On‑Device Real‑Time Audio Source Separation in the Browser with JavaScript
Explore how to extract individual instruments or voice tracks from mixed audio streams directly in the browser. The guide walks through integrating the Demucs model with WebGPU for accelerated inference, wiring it into the WebAudio API, and building an interactive UI for real‑time playback and export, all without server dependencies.
Real-time Client-side Video Summarization in the Browser with JavaScript, Whisper, and WebGPU
Learn how to build a fully client‑side video summarization pipeline that transcribes speech with the Whisper model and generates concise text summaries, all accelerated by WebGPU. The guide covers model conversion, streaming video processing, UI integration, and performance optimization for seamless, privacy‑preserving video analysis in modern browsers.
On‑Device AI Code Autocomplete in Browser IDEs with JavaScript, WebGPU, and CodeLlama
Explore how to embed a lightweight CodeLlama model directly in a web‑based code editor using JavaScript and WebGPU for ultra‑fast, on‑device code suggestions. The guide covers model conversion to GGML, WebGPU shader acceleration, integration with popular IDE frameworks, and practical use‑cases like real‑time autocompletion and inline documentation without sending code to the cloud.
On‑Device Reinforcement Learning for Browser Game AI with JavaScript, TensorFlow.js, and WebGPU
Learn how to build and train lightweight reinforcement learning agents that run entirely in the browser, leveraging TensorFlow.js for model definition and WebGPU for accelerated training and inference. The guide walks through a practical use‑case—an AI opponent for a simple web‑based game—covering environment setup, reward shaping, policy networks, and deployment via Service Workers for seamless offline play.
Real-time Client-side Alt Text Generation with TensorFlow.js
This tutorial shows how to implement on‑device image captioning in the browser with TensorFlow.js and a compact vision‑language model, enabling automatic alt‑text creation for every image a user uploads. It covers model loading, Web Workers for non‑blocking inference, and integration into popular JavaScript frameworks to boost SEO and meet accessibility standards without sending visual data to external servers.
Real‑Time Emotion Detection in the Browser with JavaScript, TensorFlow.js, and MediaPipe
Learn how to implement on-device, real-time emotion recognition directly in the browser by capturing webcam video, processing facial landmarks with MediaPipe, and classifying affective states using a TensorFlow.js model. The tutorial covers setting up WebGL acceleration, privacy-preserving inference, and integration with interactive UI components for adaptive user experiences.