In the rapidly evolving landscape of personal computing, Microsoft is under scrutiny for its delayed response to the demand for AI integration in Windows operating systems. As hardware manufacturers advance with AI-centric innovations, including neural processing units (NPUs) from Intel and AMD and powerful Nvidia, Microsoft’s software has yet to catch up, leaving consumers questioning