This lesson demonstrates building a Retrieval Augmented Generation (RAG) system using LangChain and the efficient ColBERT model for indexing and retrieval. The tutorial covers query construction, embedding techniques, and practical implementation with code examples, showcasing ColBERT's speed and ease of integration for enhanced information retrieval.