The session aims to provide an in-depth look at RAG (Retrieval-Augmented Generation) by exploring its architecture and functionality. This interactive 1-hour demo will allow participants to engage hands-on by logging into their AWS accounts (or a temporary account provided by speaker) and constructing a basic RAG architecture from the ground up. Participants will be able to deploy the application at the end of session live on a web server and ask questions about any available in S3 bucket. Participants will also be able to test that the model doesn't hallucinate when prompted to reveal outside information which is a major requirement for Enterprises.