The walkthrough on setting up a RAG system using AWS Bedrock, ChromaDB, and LangChain is impressively concise and informative. It not only breaks down the complex process into manageable steps but also illustrates the power of combining retrieval techniques with advanced language models for Q&A applications. This practical guide is a boon for developers looking to leverage AWS for enhanced natural language processing tasks. Thanks!