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Artificial Intelligence, Infrastructure, and Systemic Risk: Why Scaling Demands Project Management Maturity

In this article, Ricardo Vargas  and João Jacinto examine how the AI debate is shifting from technology to governance, investment, infrastructure, and risk management. Drawing on project management principles from the PMBOK® Guide, they argue that sustainable competitive advantage in AI will depend less on enthusiasm and more on disciplined governance, portfolio management, and strategic execution. Oracle is cited as an example of the operational and financial pressures created by large-scale AI investments.

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