MadMutant

Everyone gets dressed every day, and most people wear a small slice of what they own. Closet Pod is a mobile web app that styles you using only your clothes. You photograph a piece and SAM 3.1 cuts it out. Muse Spark tags it (type, color, warmth, formality, and fit like baggy, slim or cropped), and you can edit any attribute. Ask for an outfit by typing or by voice ("brunch in SF, feeling lazy"). A styling engine built on cited fashion rules (color proportion, pattern mixing, formality, weather, rotation) shortlists 15 candidates, and Muse Spark ranks the final looks as the stylist. Each look is rendered by Muse Image on your own stylized avatar from your real garment cutouts, and Spark checks the render against your garments. You swipe through looks on a calm, luxury-style stage. A get-dressed agent then guides you item by item with spoken instructions, checks a camera snapshot of each piece, and replans when something is in the laundry. It's built for low-vision and ADHD users as well as anyone who wants to wear more of what they own.