Scribble Diffusion is a Next.js web application that transforms rough sketches into polished images using AI. It interfaces with Replicate’s cloud platform to run ControlNet, an open-source diffusion model that generates images from scribbles and text prompts. Users provide a sketch and optional text description, and the model refines the input into a finished image. The frontend is built with React components and styled with Tailwind CSS.