This article explores the evolution of computing from centralized systems to edge computing, emphasizing how local processing enhances performance and privacy. It highlights the blending of edge and cloud AI and predicts a shift towards more inference happening on personal devices. The author also discusses the implications for consumer hardware and future innovations.