Google released TPU v8 to accelerate large-scale model training and inference. This update arrives as Tesla builds its own research fabrication plant to secure custom silicon. These moves signal a shift toward vertical integration. Developers should expect faster training cycles and reduced dependency on third-party chip vendors as these proprietary ecosystems expand.