Nvidia maintains a dominant lead in AI chips, with CEO Jensen Huang claiming its GPUs are a generation ahead of Google's TPUs. However, Google's specialized, efficient TPUs are gaining traction, as seen in Meta's interest, causing Nvidia's stock to plummet. This intensifying rivalry highlights battles over performance, cost, and scalability in AI hardware.