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A wall-mounted rack of individual cradles each holding a different returned field device, one cradle open with its laminated evidence tag still swinging on its tether

Edge AI & Electronics

Ten Failure Modes That Define Small and On-Device AI Deployments

A model that passes every benchmark on the bench can still fail in the field — not from one bug, but from ten separate ways a device diverges from the conditions the benchmark assumed.

By Brecht Corbeel · August 12, 2026 · 16 min read

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