AI 2025 trends

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VCF 5.2.x to 9.1: The Fleet vs Instance Ownership Model

TL;DR The VCF 5.2.x to 9.1 upgrade is not just a component upgrade. It changes how teams should think about ownership. In VCF 5.2.x, many operational responsibilities were still organized around product lanes and appliances: SDDC Manager, Aria Operations, Aria Suite Lifecycle, Aria Automation, Log Insight, Identity Manager, vCenter, NSX, and ESXi. VCF 9.1 pushes

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External validation is not a bureaucratic detail

External validation is not an administrative formality in medical artificial intelligence. It is the point at which a model leaves the environment in which it was built and meets the clinical world it claims to serve. A system may perform acceptably inside its development setting, with familiar data, familiar definitions and familiar institutional habits, and

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