Google built the first Tensor Processing Unit (TPUs) because general‑purpose chips were too slow and too power‑hungry for the surge of machine‑learning inference inside Google Search, Ads, Photos, speech etc. As Moore's Law, the long-standing observation of exponential growth in transistor density, began to falter,