The edge AI vision inspection system deploys deep learning models on industrial cameras equipped with NPU chips to achieve 99.95% defect detection accuracy on the electronic assembly line at a rate of 1200 units per minute. Device-side processing eliminates network latency and ensures data privacy, reducing quality inspection labor costs by 70%.