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Taste already exists in the camera roll: outfits you wore, screenshots you saved, and short videos. Shopping search does not know any of that. A recommendation that ignores what you own, what you are dressing for, and what you have already rejected is just another catalog. Personal Stylist turns that raw material into a closet and a taste profile, then uses both while it shops. Photos you are wearing become Worn. Screenshots, and photos you add from the Aspirational tab, become Aspirational. Clothes on other people in a normal photo are dropped, so the closet does not fill up with strangers. One Argon pass reads the whole closet, including the crop images, plus sizes, budget, likes, dislikes, and saved looks. Every claim in the taste profile cites item ids. The chat agent plans a search, looks at real product pages, and checks each candidate against the profile and the closet before it recommends it. Weak picks are rejected out loud. Likes, dislikes, and saved looks update the profile. Chat text does not. Try-on chooses among your own photos (day and evening, city and nature) and uses the occasion you described in chat, such as a hike or an evening gala, when picking the setting.

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