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Saswata Kumar Dash

Buidling AlLiN|AI Re... • 1m

🚨 Everyone says "RAG is dead" — but I say: It’s just been badly implemented. I’ve worked on AI systems where Retrieval-Augmented Generation (RAG) either changed the game… or completely flopped. Here’s the hard truth 👇 --- 🤯 Most teams mess up RAG not in generation — But in retrieval. What’s going wrong? 🔍 Cosine similarity isn’t context understanding 🧠 Embeddings don’t mean relevance 🚨 Vector DB ≠ Smart Retrieval --- In the last few months, I’ve been diving deep into fixing real-world RAG pipelines that broke in production. And trust me... ⚙️ Demos lie. Logs don’t. So I built a framework to diagnose and optimize retrieval pipelines — 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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