Nvidia’s move to expand AI-powered PCs could reshape where global consumers and companies use artificial intelligence, shifting more work onto local devices rather than cloud services. The timing matters because handset demand is weakening rapidly, and the industry is confronting higher costs, weaker upgrade demand, and a more difficult global outlook.