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RAG Explained | Retrieval Augmented Generation (Simple + DevOps Analogy)

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Mar 28, 2026
31:10

In this video, we break down Retrieval Augmented Generation (RAG) in the simplest way possible. First, we understand what RAG is in easy words, then why it became important in today’s AI world. You’ll also learn how RAG works step-by-step, along with a real-world example. To make it super clear, we explain RAG using DevOps and MLOps analogies, so you can relate it to tools like CI/CD, S3, and Kubernetes. By the end of this video, you’ll clearly understand: What RAG is Why traditional AI needed RAG How RAG works Where RAG is used in real-world systems If you are working in AWS, DevOps, or MLOps, this concept is a must-know for building modern AI applications. 👉 Perfect for beginners and professionals who want quick and clear understanding.

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RAG Explained | Retrieval Augmented Generation (Simple + DevOps Analogy) | NatokHD