Google's latest TPU v8 chips optimize training and inference for massive models. Simultaneously, Tesla is building a dedicated research fab to accelerate custom silicon development. These infrastructure plays prioritize vertical integration over third-party reliance. Engineers should expect faster iteration cycles and reduced latency for large-scale deployments as these custom chips hit production.