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As global demand for project talent surges, a critical workforce shortage is emerging: by 2035, the world will need up to 29.8 million additional project professionals, with 2.3 million new roles opening annually through 2030 just to keep pace. Traditional training pipelines can't scale fast enough --leaving organizations struggling to deliver complex initiatives. This talk explores how curated, domain-specific AI systems --trained on open-source data, operational inputs, and expert-driven methodologies --can help bridge that gap. Unlike generic GenAI, these tools embed the nuance of real-world decision-making, delivering real-time, contextual guidance to both seasoned professionals and up-and-coming project managers. The result is faster onboarding, more consistent execution, and a scalable solution to one of the most urgent talent challenges of the next decade.