Google's eighth-generation TPUs (TPU 8t and TPU 8i) are designed for scalability, reliability, and efficiency, addressing the needs of AI workloads like world models and reasoning-heavy architectures. The new TPUs offer improved performance, power efficiency, and price-performance, with TPU 8t optimized for training and TPU 8i for serving and high-concurrency reasoning.