AI: Google Specializes Its TPUs as Nvidia Wobbles. AI-RTZ #1266

AI: Google Specializes Its TPUs as Nvidia Wobbles. AI-RTZ #1266

By Michael Parekh
Publication Date: 2026-11-10 06:30:00

Google had its moment. On Monday, with Nvidia’s founder and CEO Jensen Huang engulfed in a spy probe and his board running an independent investigation, as I discussed on ARD #202, Google rolled out two new versions of its TPU AI chips. That makes four eighth-generation TPU systems in a single year, from a chip unit that used to ship a new AI processor every two years. In this AI Tech Wave, that’s a meaningful change of pace.

Google’s pitch is specialization. Rather than one chip for every job, a family of TPUs, each tuned for a different piece of the AI work at hand. Especially as the industry shifts from AI chatbots to AI Reasoning and AI Agents, with all the security and memory demands that come with them.

It’s the next step in a story I’ve been tracking for a while, most recently in ‘Google’s TPU Moment’ (AI-RTZ #1254) less than two weeks ago. And it’s one of the more important competitive storylines in the AI Tech Wave right now.

Let me unpack.

Bloomberg had the…