Agentic RAG on Dell AI Factory with NVIDIA and Elasticsearch vector database

The white paper titled "Agentic RAG on Dell AI Factory with NVIDIA" is a collaborative effort between Elastic and Dell that serves as a design reference for developers looking to implement agentic retrieval augmented generation (RAG) applications, particularly in the healthcare industry. The Dell AI Factory with NVIDIA provides a comprehensive AI solution utilizing Dell's PowerEdge servers and NVIDIA’s AI technology to facilitate AI adoption across various sectors. A key recommendation of the white paper is the use of the Elasticsearch vector database, which has been enhanced with Better Binary Quantization (BBQ) for efficient and speedy indexing and retrieval of large vectorized data sets. This document also highlights the integration of various components like LangChain’s LangGraph and NVIDIA Inference Microservices to build real-world RAG applications. The white paper emphasizes the value of a well-integrated ecosystem in accelerating the development and deployment of generative AI solutions, while also advising caution when using AI tools with sensitive data, due to potential privacy and security concerns.