This Azure Cosmos DBConf 2022 presentation explores Retrieval Augmented Generation (RAG), emphasizing the crucial role of efficient data retrieval in enhancing large language models. The discussion covers practical challenges, solutions using tools like Graphlit, and future directions for building robust and scalable RAG systems.