From Metal to Model: Why Operations Win the AI Infrastructure Race

Buying GPUs is just beginning; operationalizing them is hard. Drawing on real data from frontier-scale training runs—where failures strike every few hours and recovery speed, not raw hardware, determines results—this talk argues that durable advantage in AI infrastructure comes from three things working together: the right platform, disciplined operations, and full-stack ownership from bare metal to model.