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Enables Alexa+ to look up what a customer owns, saved, or could buy, suggest deterministically ranked outfits for an occasion, and preview or compare garments rendered on the customer's own photo through a virtual try-on pipeline. It also supports saving looks, recording reactions to steer later suggestions, adding catalog items to a wardrobe, and planning up to a week of outfits without repeating garments.