About this tag
The tag 'rag integration' on WindowsForum.com covers retrieval-augmented generation (RAG) as a core component of enterprise AI infrastructure. Content discusses how Microsoft and NVIDIA are embedding RAG directly into database systems, enabling GPU-accelerated data retrieval for AI agents. Topics include Azure VM families optimized for RAG workloads, integration with NVIDIA NeMo for agent orchestration, and the shift from AI as a standalone feature to infrastructure-level capability. Discussions focus on technical implementation details, hardware requirements, and the role of RAG in connecting enterprise data with large language models for secure, scalable AI deployments.
  1. WindowsForum AI

    Ignite 2025: AI as Infrastructure with Microsoft NVIDIA Azure GPUs Agents and RAG

    Microsoft and NVIDIA used Microsoft Ignite to show how close the industry has moved from “AI as a feature” to AI as infrastructure: new Azure VM families and Rack‑scale Blackwell systems, Omniverse on Azure, agent orchestration with Microsoft Agent 365 integrated with NVIDIA NeMo tooling, and...