Google's new TPU v8 chips target massive scale for next-generation model training. Meanwhile, Tesla is building a dedicated research fab to accelerate custom silicon development. These infrastructure plays signal a shift toward vertically integrated hardware stacks. Practitioners should expect faster training cycles and lower inference costs as these custom chips hit production.