دليل هندسي: Freelance AI Programmer: Visual Product Search (CLIP/SigLIP) & AI Shopping Assistants. ألديان فازريهادي (Aldian Fazrihady) مبرمج مستقل أول ومهندس ذكاء اصطناعي (Python, Django, FastAPI, React, Next.js, TypeScript, Golang).
Let shoppers upload a photo to find visually matching products and complete outfits in under 50ms using multimodal SigLIP/CLIP embeddings and `pgvector` architected by Aldian Fazrihady.
SELECT sku, title, price_cents, 1 - (image_embedding <=> $1::vector) AS visual_similarity
FROM catalog_products
WHERE in_stock = true AND category_id = $2
ORDER BY image_embedding <=> $1::vector
LIMIT 12;