7. What is RAG? A Guide to Retrieval Augmented Generation and RAG Ops

In this video, we dive into how Retrieval Augmented Generation (RAG) solves this problem by grounding AI responses in real, verifiable data. We also introduce the concept of RAG Ops, the operational layer of LLM Ops that focuses on managing the retrieval pipeline at scale. What you will learn in this session: The Reliability Gap: Why standalone models aren't "production-ready" for organizations. The Hallucination Problem: How models fabricate answers when they lack context. RAG Explained: How to provide the model with a "knowledge base" before it generates a response. Introduction to RAG Ops:…