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Catalyst with Shayle Kann

Catalyst with Shayle Kann

Will inference move to the edge?

Dec 18, 2025 · 48m

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Today virtually all AI compute takes place in centralized data centers, driving the demand for massive power infrastructure. But as workloads shift from training to inference, and AI applications become more latency-sensitive (autonomous vehicles, anyone?), there‘s another pathway: migrating a portion of inference from centralized computing to the edge. Instead of a gigawatt-scale data center in a remote location, we might see a fleet of smaller data centers clustered around an urban core. Some inference might even shift to our devices. So how likely is a shift like this, and what would need to happen for it to substantially reshape AI power? In this episode, Shayle talks to Dr. Ben Lee, a…