This edge AI visual inspection system deploys deep learning models on industrial cameras with NPU chips, achieving 99.95% defect detection accuracy on electronics assembly lines at 1,200 units per minute. By processing on-device, it eliminates network latency and ensures data privacy, reducing QC labor costs by 70%.