Demystifying Retrieval-Augmented Generation: An Engineering Deep-Dive into Document Processing, Vector Search, and Context Construction

1. Introduction & The Hallucination Problem Imagine deploying a state-of-the-art Large Language Model (LLM) to assist engineers with your company’s 500-page internal infrastructure specification or a