Executive Summary

• Google’s eighth generation TPUs offer improved performance-per-watt
• Separate inference and training focused hardware available
• Experts predict Google’s models will surprise with a new generation beyond SOTA

The Internet’s Verdict: 70% Hyped, 30% Skeptical

Expert Analysis

Experts are weighing in on Google’s new TPU chips.

I already felt that gemini 3 proved what is possible if you train a model for efficiency. If I had to guess the pro and flash variants are 5x to 10x smaller than opus and gpt-5 class models.

Technical Specifications

The new TPU chips deliver up to two times better performance-per-watt over the previous generation.

TPU 8t and TPU 8i deliver up to two times better performance-per-watt over the previous generation

Google’s vertical integration in AI gives them a unique advantage.

Google can design their chips and engine and systems in a whole-datacenter context, centralizing some aspects that are impossible for chip vendors to centralize

Focus Keyword: TPU Chips