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How to simplify and securely maintain up-to-date AI Models in the Edge

Ever shipped a smart device and worried what happens after it leaves the lab? We dig into the hard parts of edge security—where models live on-device, firmware updates are routine, and attackers treat your fleet as a supply chain—then break them down into moves any team can adopt. From secure boot that blocks untrusted code at power-on to verified boot with discrete secure elements, we show how to anchor trust in hardware so software can prove itself before it runs.

We walk through the real risks teams face—model theft, OTA hijacking, plaintext credentials in flash, and silent downgrades—and…

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