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Edge AI
When Correct Outputs Aren't Enough: Testing Edge AI for Hidden Timing Failures on Shared Silicon - Blog
June 01, 2026Edge AI systems on shared-silicon platforms can produce stable, accurate outputs while violating real-time deadlines under realistic deployment contention, a failure mode that accuracy-based validation cannot detect. This article presents a same-hardware controlled experiment on an NVIDIA Jetson Orin Nano Super demonstrating the gap, and proposes a joint verification condition combining an output-stability metric with a tail-latency bound that engineers can apply to their own systems.
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