Intelligent Inspection Robots leverage dynamic, efficient, and adaptive smart detection capabilities to overcome the limitations of traditional complex programming, debugging, and fixed-path operation. During the inspection process, they can perceive defects in real time, intelligently classify defect types, and autonomously decide whether to perform deep scans or terminate the inspection. Their rapid new product introduction capability supports flexible inspection of small batches and multiple product varieties.