Aug 20, 2025 · 2 min read · …and How to Fix Them Quickly RAG systems are pretty cool since they mix retrieval methods with generative models, but they do have their hiccups. Here’s a straightforward look at some failure cases and easy ways to tackle them. Poor Recall When the s...
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Aug 7, 2025 · 4 min read · Retrieval-Augmented Generation (RAG) enhances the accuracy of AI responses by retrieving relevant information from external knowledge sources. But building an effective RAG pipeline isn’t as easy as it sounds. From poor retrieval quality to slow sear...
Join discussionJul 11, 2025 · 2 min read · Basic RAG Patterns Naive RAG Simple retrieve-then-generate pipeline Direct semantic search → context injection → LLM generation Works well for straightforward Q&A over documents Advanced RAG Pre-retrieval query optimization (query rewriting, expan...
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