Google's new TPU v8 chips target massive scale for next-generation model training. Simultaneously, Tesla is building a dedicated research fab to accelerate custom silicon development. These moves signal a shift toward vertical integration. Hardware engineers must now optimize for specialized architectures rather than relying solely on general-purpose GPUs for high-compute workloads.