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All issues › Volume 343, Issue 3 › IT Vendor News › DDN

Inference Is Where AI Starts Paying Off: What M2M Tech and a Seattle Intersection Show Us

DDN, Wednesday, October 21st, 2026

DDN describes how M2M Tech's smart-city system on DDN Infinia and NVIDIA turns traffic camera alerts into actionable context.

DDN uses a busy Seattle intersection to show the gap between detecting a problem and knowing what to do about it.

Traditional systems fire an alert and leave operators to check feeds, permits and crews by hand.

M2M Tech built a smart-city solution for municipalities on DDN Infinia and NVIDIA accelerated computing to close that gap.

DDN argues enterprise AI is shifting from training to inference, where value depends on keeping data moving at the pace of models and GPUs.

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