
Edge AI quality inspection combines high-speed cameras, industrial lighting, and accelerator hardware deployed directly on production lines. Foundation models and unsupervised anomaly detection continuously learn what 'normal' looks like, flagging micro-defects, misalignments, and surface anomalies that are invisible to human inspectors while meeting strict cycle-time constraints.
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