Edge AI: The Next Decade of Smart Hardware

Why smart devices are leaving the cloud

For the past decade, smart hardware leaned heavily on the cloud for compute. As custom AI silicon matures, more and more inference is moving back onto the device itself — that’s edge AI. It means lower latency, stronger privacy, and an experience that keeps working even when the network doesn’t.

Three things edge AI changes

• Faster response: voice wake and image recognition drop from hundreds of milliseconds to single digits
• Stronger privacy: sensitive data stays on the device, never uploaded to the cloud
• More reliable: core features keep running even when the connection drops

In AstraTech’s own work, the third-generation AstraChip already handles real-time person detection under one watt of power. That lets cameras and locks deliver smart, secure protection without staying constantly connected.

The takeaway

Edge AI isn’t about replacing the cloud — it’s about letting cloud and device each do what they do best. We believe the truly great smart hardware of the next decade will be smart enough on the device and secure enough in the cloud.