{"type":"video","version":"1.0","html":"<iframe src=\"https://www.loom.com/embed/2d0480d1002a49cc99760d865e668688\" frameborder=\"0\" width=\"1920\" height=\"1440\" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>","height":1440,"width":1920,"provider_name":"Loom","provider_url":"https://www.loom.com","thumbnail_height":1440,"thumbnail_width":1920,"thumbnail_url":"https://cdn.loom.com/sessions/thumbnails/2d0480d1002a49cc99760d865e668688-edc738619e527fe9.gif","duration":388.864,"title":"AI Shopping Assistant for Mom's World ✅","description":"Hi, I’m Megashree. For Mom’s World, I built an AI shopping assistant that converts natural language queries like gift for newborn under 150 dirhams into structured product recommendations in English and Arabic. I designed a system that filters relevant products, sends them to an LLM, validates the JSON output with retries and a rule based fallback for API rate limits, and handles unclear inputs with safe responses to avoid hallucinations. I also created an evaluation pipeline with Normal and EdgeCase test cases to measure success on structured output and relevance. No specific action was requested from viewers."}