AI 2025 trends

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GPU Scheduling Is a Business Policy Problem: Designing NVIDIA Run:ai Quotas, Fairness, and Preemption

Introduction A GPU cluster does not know which product launch is contractually committed, which research experiment can wait until tomorrow, or which inference endpoint supports a revenue-producing application. Kubernetes sees pods, resource requests, labels, and scheduling constraints. The business sees customers, deadlines, budgets, risk, and service commitments. That gap is where many shared GPU platforms

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Stay on VMware Cloud Foundation or Replatform? A CIO Decision Framework for Private Cloud Modernization

TL;DR The decision to stay on VMware Cloud Foundation or replatform should not be reduced to a licensing reaction, a hypervisor feature comparison, or a vendor preference. It is a private cloud operating-model decision involving workload compatibility, staff capability, migration risk, ecosystem dependencies, automation maturity, lifecycle economics, and future exit complexity. For many enterprises, the

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Enterprise RAG Use Cases That Survive Production: A Decision Framework for IT Teams

TL;DR Enterprise RAG should not start with a broad chatbot that searches everything. It should start with a narrow, governed use case where the source content is authoritative, access boundaries are clear, users can validate answers, and the workflow benefits from faster time-to-context. The best first RAG projects are usually operational knowledge assistants, support triage

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Reddit keeps its strange DMCA fight over Google search results alive

On Friday, a judge largely denied a motion to dismiss from a web scraper, SerpApi, which is accused of conspiring with Perplexity AI to illegally scrape copyrighted Reddit content from Google search results. In his opinion, US District Judge Paul A. Engelmayer said that at this early stage, Reddit has plausibly pleaded that there was

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