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The rapid advancement of artificial intelligence (AI) is reshaping the global labor market in profound and far-reaching ways. As industries embrace AI to drive efficiency and innovation, the job landscape is experiencing unprecedented disruption. Just last month, the White House shared an analysis suggesting about 10 percent of U.S. workers are in jobs that face a high risk of disruption and 20 percent will face a “high exposure” to AI impacts in the next five to ten years. This wave of change is occurring so swiftly, traditional economic and social mechanisms for job creation and displacement are struggling to keep