Retrieval-augmented generation (RAG) represents a significant advancement in the capabilities of LLMs by incorporating an external data retrieval step into the generative process. This approach allows the model to dynamically fetch relevant information from a vast corpus of data, including user-specific datasets, enriching its responses with ...

2025年3月18日 · Last year, Dell Technologies introduced RAG solutions and professional services to make it easier for IT organizations to experiment with RAG, as part of the Dell AI Factory with NVIDIA. Building on this foundation, customers can now extend their RAG solutions with Agentic RAG on the Dell AI Factory with NVIDIA.

This white paper introduces the Agentic RAG framework for AI-driven data retrieval and decision-making, which uses Dell AI Factory with NVIDIA and Dell PowerScale storage for scalable, compliant solutions across industries, with healthcare as a key example.

2025年3月18日 · This blog post is co-authored by Gaurav Chawla, VP | Fellow, Dell Technologies. At GTC 2025, Dell is introducing an open-source Dell PowerScale-specific connector for RAG applications that will help customers free up CPU and GPU resources on their AI compute clusters, reduce network and storage …

This Dell Reference Design describes a solution for deploying the NVIDIA cloud-native framework for generative AI models on Dell infrastructure. What are LLMs? What is RAG? Why RAG and LLM? Significance of Generative AI Chatbots.

2025年3月18日 · PowerScale RAG Connector: Supercharge RAG workflows with accelerated data ingestion and reduced processing redundancy with NVIDIA NeMo, NVIDIA NIM, part of NVIDIA AI Enterprise, paving the way for faster, ... Dell Student Discount: Offer valid until 1/31/25 at 7am CST. Discount is valid with select other offers, but not with other coupons.

Dell Validated Designs for AI PCs are open-source reference guides that streamline development of AI applications meant to run on Dell AI PCs with NPU (neural processing unit) technology. This project showcases Offline RAG (Retrieval Augmented Generation) capabilities by merging retrieval-based methods with generative models to improve content ...

2025年3月18日 · The new Dell Accelerator Services for RAG implement and optimize agentic-based solutions with integrated business data, maximizing ROI. Dell AI Factory with NVIDIA validates the NVIDIA Run:ai AI orchestration platform, providing enterprises with tools to optimize GPU resource utilization, manage complex workloads and accelerate AI workflows on ...

2024年11月22日 · 戴尔 AI Factory 上的 Agentic RAG 和 NVIDIA 概述了开发人员构建真实 RAG 应用程序可能需要的所有解决方案组件 — 涵盖戴尔技术、Elasticsearch 向量数据库、LangChain 的 LangGraph、NVIDIA 推理微服务等。这份白皮书强调了集成良好的 AI 技术生态系统的价值，它可 …

transformative NVIDIA RAG microservice framework to create best-in-class solutions on Dell Technologies' platforms, enhancing the accuracy and reliability of AI-driven workloads in data centers. A path has been established for businesses to leverage this advanced AI technology from testing to production.