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HEMANT GHUGE

Problem Zeroth, Tech...ย โ€ขย 6m

Most people think of RAG (Retrieval-Augmented Generation) as a text-only thing. But when we apply it to images, it unlocks serious potential โ€” especially in safety, retail, and surveillance. I recently explored Vision-RAG using Weaviate + LangChain to enable text-to-image retrieval from large camera datasets. Hereโ€™s a simplified breakdown: ๐Ÿง  Query: โ€œShow me all images with a broken bumperโ€ ๐Ÿ” Weaviate retrieves semantically matched images (via CLIP embeddings) ๐Ÿ–ผ๏ธ GenAI or Vision models add context, summaries, or auto-tags ๐Ÿ’ก Outcome: Faster QA, visual analytics, or even chatbot interfaces for cameras Itโ€™s like giving memory and understanding to your visual data. Would love to hear how others are using RAG outside of just documents.

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