Understanding RAG from scratch (Part I)

1. Introduction to RAG Fundamentals Hey everyone, and welcome to our deep dive into Retrieval-Augmented Generation, or RAG! In the rapidly evolving world of Large Language Models (LLMs), we’ve seen incredible feats of text generation, translation, and conversation. However, even the most powerful LLMs have limitations. They can sometimes “hallucinate” – producing plausible but incorrect information – or lack knowledge about events that occurred after their training data was collected. ...

May 1, 2025 · 20 min · Anil Paudel