I often find it more exciting to read about the practical advantages of AI in real-world applications. Back in 2025， I already had the impression that Google's AlphaEvolve was flying under the radar.

AlphaEvolve is a Gemini-powered coding agent for designing advanced algorithms. Since 2025， it has been used to improve their in-house TPUs. Just one example：

"AlphaEvolve has been used as a regular tool to optimize the design of the next generation of TPUs. It also helped discover more efficient cache replacement policies， achieving in two days what previously required a concerted， human-intensive effort spanning months."

These are the examples that illustrate why Dario Amodei repeatedly refers to exponential growth. There is no area where AI isn't already helping to make progress - hardware， software， everywhere.