How this channel uses RAG-based chatbot RAG-based chatbot appears in this channel's material as an application of retrieval-augmented generation: a chatbot that improves the quality and specificity of its answers by pulling relevant source material into context before generating a response, rather than relying on the base model alone [^7446bf59@0].