What is RAG in AI? Retrieval Augmented Generation Explained Simply | System Design & LLM Basics
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Knowing the difference helps you design better AI systems instead of just memorizing buzzwords. Here’s a quick cheat sheet: • RAG vs Agentic RAG – RAG retrieves information once before generation. Agentic RAG can reason, use tools, perform multiple retrieval steps, and refine its search based on intermediate results. • Vector Database vs Graph Database – Vector databases retrieve semantically similar information using embeddings. Graph databases model entities and explicit relationships, making
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