The article compares Google's TPUs and Nvidia's GPUs for AI development. Nvidia GPUs (H100, H200) offer superior VRAM, throughput, scalability, and cost-efficiency. TPUs excel in low-latency scenarios but struggle with high parallelism. Nvidia GPUs have a robust software ecosystem and broader cloud accessibility.