Retrieval-Augmented Generation techniques for enhancing LLM responses with external knowledge. Core Idea RAG combines retrieval from external knowledge bases with LLM generation to produce accurate, up-to-date responses without retraining the model. Mathematical Foundation The core retrieval mechanism uses cosine …