The production assumptions AI just broke

Over the past decade, I have worked through multiple technology transitions, from virtualization and cloud adoption to containers and large-scale automation. Each changed how enterprise IT operated, but they all shared one characteristic: production systems still behaved in broadly predictable ways. AI is the first shift I have seen that changes the behavior of production…

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Why meta agents must become the economic intelligence layer of the agentic enterprise

In “Micro and macro agents: The emerging architecture of the agentic enterprise,” I proposed a three-layer architecture for enterprise AI. Micro agents execute specialized tasks. Macro agents orchestrate end-to-end business processes. Meta agents provide governance through monitoring, compliance, security, and human oversight. As enterprises begin deploying thousands — and eventually tens of thousands — of…

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Why AI infrastructure needs a new operating model

The next AI infrastructure crisis may come from unmanaged inference capacity. For the past several years, the AI infrastructure conversation centered on one question: how do we get more compute? That made sense. Enterprises needed GPUs, cloud capacity, foundation models and room to experiment. Compute became shorthand for AI readiness. Production AI changes the operating…

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The AI assurance gap: CIOs need proof that agentic AI controls actually work

Enterprises have spent decades learning how to audit people and software. Agentic AI creates a third category: systems that interpret instructions, call tools and act across workflows without a mature assurance model built around them. In my work as a leader and investor across technology-enabled businesses, I have spent years around automation, cybersecurity, compliance, workflow…

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Moburst Unveils AI-Driven Mobile Growth Playbook

Moburst, a mobile growth marketing agency, has formalized a mobile-specific approach to Answer Engine Optimization, aimed at helping app publishers get recommended by AI assistants such as ChatGPT, Perplexity, and Google’s AI Overviews, in addition to ranking inside the App Store and Google Play. Why mobile teams are asking this question now A growing share…

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