At Google Cloud Next 26, Google Cloud announced a strategic shift in its AI hardware approach by introducing two distinct eighth-generation Tensor Processing Units: the TPU v8t for training and the TPU v8i for inference. The move is intended to boost performance and energy efficiency by optimizing each chip for its specific role.