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Explainer: Edge AI

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You can run AI at the edge, if your infrastructure supports it

THE REGISTER EXPLAINER Companies are increasingly running AI applications close to wheredata is generated and consumed. That means everywhere from branchoffices to retail sites and industrial facilities. These use casesoften share a key characteristic: They can't wait for a round trip toa hyperscale region.

Why does cloud-first break at the edge?

Processing data locally cuts the cost and delay of moving high-volumestreams to the cloud while strengthening privacy and compliance, acalculus that sharpens as regulators move in. Frameworks like the EUAI Act demand auditabile inferencing for high-risk AI workloads.

How does edge AI computing change security?

Distributed sites expand the attacksurface, which makes low-level hardware-based security andcentralized policy control essential. HPE ProLiant edge servers embeda silicon root of trust in the iLO management chip to blockcompromised firmware. That kind of defense matters at edge locations,where malicious actors can...

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