Sort failures by the control they need

Match each edge AI failure mode to the most appropriate primary control type. Prevent before activation Detect quickly Fallback safely Accept and document Unsigned model artifact appears during OTA update Lens blur rises during humid night shift Cloud sync unavailable during local safety alerting Low-priority analytics batch arrives 15 minutes late Device runs a model version not approved for that site False rejects spike after new packaging appears Inference confidence unavailable during sensor outage Debug screenshot missing noncritical overlay text

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