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Overcoming the limitations of pure vector database search in RAG pipelines. An honest guide to implementing keyword-based BM25, combining results with Reciprocal Rank Fusion (RRF), and applying Cohere Rerank to boost context quality.
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Understanding vector database principles and practical applications through project experience
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My AI chatbot was hallucinating wild answers to customers. Here's how I implemented RAG (Retrieval-Augmented Generation) to fix it, covering Vector DBs, Embeddings, and Hybrid Search.
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