AI & Machine Learning

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VCF on Dell Infrastructure: Matching Service Classes to Platform Capabilities

TL;DR Different workload service classes need different capacity, data services, lifecycle practices, and recovery controls. A private cloud operating model must connect those requirements to the appropriate infrastructure and platform capabilities. This article examines how VCF and Dell infrastructure can support that classification while keeping supportability, ownership, and operational validation visible. The architectural lesson is

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AI Agent Authorization: Approval Is Not a Blank Check

TL;DR AI agent authorization must connect permission to the exact action, executing identity, target, current policy, and validity window. A verified proposal is not permission to deploy, and a human approval should not survive material changes to the plan without reassessment. This article develops an action-bound approval contract for the two-cluster workflow introduced in Part

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We’re Not Losing Control of A.I. We’re Giving It Away.

The idea of “pacing the frontier” to ensure A.I. safety has taken hold since the hack of Hugging Face. But as the Opinion columnist Ezra Klein argues, “walking quickly off a cliff is only marginally better than sprinting off one.” In this video essay, he explains how we got here — and what frontier labs

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Anthropic, OpenAI, SpaceXAI, Google made ‘illegal’ agreement on AI slowdown, says new lawsuit

The lawsuit reportedly argues that the leading AI companies violated antitrust laws when they agreed to coordinate slowdown efforts, and that doing so would reduce the value consumers get for paid AI subscriptions.

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