The contemporary workforce faces an epochal shift of unprecedented magnitude, with artificial intelligence fundamentally restructuring employment landscapes across developed economies. Goldman Sachs projects that approximately 300 million positions across the United States and Europe will experience substantial displacement or diminishment [2] [1], establishing artificial intelligence as the most consequential force…