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Saswata Kumar Dash

Former Research Gen ...ย โ€ขย 22d

๐Ÿšจ Everyone says "RAG is dead" โ€” but I say: Itโ€™s just been badly implemented. Iโ€™ve worked on AI systems where Retrieval-Augmented Generation (RAG) either changed the gameโ€ฆ or completely flopped. Hereโ€™s the hard truth ๐Ÿ‘‡ --- ๐Ÿคฏ Most teams mess up RAG not in generation โ€” But in retrieval. Whatโ€™s going wrong? ๐Ÿ” Cosine similarity isnโ€™t context understanding ๐Ÿง  Embeddings donโ€™t mean relevance ๐Ÿšจ Vector DB โ‰  Smart Retrieval --- In the last few months, Iโ€™ve been diving deep into fixing real-world RAG pipelines that broke in production. And trust me... โš™๏ธ Demos lie. Logs donโ€™t. So I built a framework to diagnose and optimize retrieval pipelines โ€” from embedding selection to rerankers and beyond. #ai #rag #llms #retrieval #vectorsearch #machinelearning #freelancer #hiring #founders #openai #neuralretrieval #consulting #startupjobs #genai #nlp #jobsearch #allinai

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