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rag workloads

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Discussions on WindowsForum about rag workloads focus on deploying retrieval-augmented generation AI applications on Microsoft Azure. A Principled Technologies study highlights that running the full RAG stack on Azure—including Azure OpenAI, Azure AI Search, and Azure compute—can reduce end-to-end execution time by nearly 60% and search-layer latency by up to 88.8% compared to mixed-provider deployments. The study also emphasizes benefits in governance, cost predictability, and simplified management for enterprise GenAI workloads. These threads explore how single-cloud Azure architectures can improve performance and lower total cost of ownership for rag workloads, while noting that hybrid options remain viable for specific data residency or latency requirements.
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    Azure-Only RAG AI Delivers Latency Wins and Lower TCO, PT Study

    A new Principled Technologies (PT) study circulating as a press release this week argues that deploying a retrieval‑augmented generation (RAG) AI application entirely on Microsoft Azure — instead of splitting model hosting and search/compute across providers — can materially improve latency...
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    • azure ai latency optimization microsoft azure multi-cloud rag rag ai rag workloads tco tco modeling vector search
    • Replies: 2
    • Forum: Windows News
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    Single-Cloud AI on Azure: Performance, Governance & Cost Predictability

    A new Principled Technologies (PT) study — circulated as a press release and picked up by partner outlets — argues that adopting a single‑cloud approach for AI on Microsoft Azure can produce concrete benefits in performance, manageability, and cost predictability, while also leaving room for...
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    • ai ai ethics ai governance ai workloads arc azure ai azure arc azure local azure rag azure search azure security cloud comparison cloud computing cloud contracts cloud ethics cloud governance cloud security cloud strategy cloud surveillance corporate governance corporate responsibility data governance data gravity data residency defense contracts defense technology delos cloud governance dual-use technology efficiency egress enterprise procurement gaza conflict germany public sector governance government contracts gpu acceleration human rights human rights technology hybrid cloud hyperscale policy independent audit israel defense forces israel defense ministry israel palestine israel security israeli military it operations latency microsoft microsoft azure military cloud military surveillance mlops multi-cloud national security openai for germany optimization privacy privacy ethics rag deployment rag workloads regulatory compliance responsible ai roi security sovereign cloud surveillance surveillance ethics tco tco modeling tech activism tech regulation total cost of ownership unit 8200 vendor lock-in vendor management
    • Replies: 40
    • Forum: Windows News
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