First, the role of AI in internet infrastructure design.

A lot of the attention right now in the AI space is around training, which makes sense to do in traditional hyperscale public clouds. You put a bunch of machines very close to each other, have them hyper-network together, and use that to do training. The cluster of machines are similar to what you need to predict the weather or model nuclear blasts. They're traditional, you know, high-performance computing clusters, which is effectively what the Amazons and Googles and Microsoft's the world built.