Artificial intelligence is set to be the new driver of digital infrastructure, but are datacenters and networks ready to operate at that scale? In this talk, we will explore the real challenges of deploying AI on a massive scale: from power and cooling demands, to network architecture and the need for ultra-low latency connectivity. An insider's look at how to rethink the physical and logical design of our infrastructures for a future where AI will not be a layer, but an infrastructure.