AI & Society

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The Five Personas of Private AI: Platform Owner, Model Owner, Data Owner, Security Owner, and Business Owner

Private AI will not fail in most enterprises because the model cannot run. It will fail because nobody can answer a simple question clearly: Who owns this thing? That question sounds basic until the first production AI use case crosses infrastructure, GPUs, model runtime, vector data, business logic, identity, audit logging, security policy, and operational

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Where Argentina And Spain Are Scoring Startup Goals

This year, I’ve been watching the World Cup with the play-by-play in Spanish, only because that streaming app was way cheaper. With the final game between Argentina and Spain approaching on Sunday, however, it’s seeming like a real perk. For this matchup, “¡Gooooooooool!” is really the only acceptable way to announce a new score. And

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Designing a Practical Private AI Operating Model with VCF 9.1

From Platform Capability to Operational Reality VCF 9.1 gives VMware teams a stronger private AI story. But having the platform capability is not the same thing as having an operating model. That distinction matters. A production AI platform needs more than GPU hosts and a few model endpoints. It needs clear consumption boundaries, network isolation,

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