This illustration depicts a non-destructive evaluation system empowered by generative artificial intelligence (AI) to simulate and analyze internal material defects. Leveraging virtual defect engineering and advanced AI, the system supports high-fidelity ultrasonic imaging, and enables rapid, defect-aware diagnostics without causing damage. This addresses data scarcity and enhances reliability in modern industrial applications. Credit: Prof. Sooyoung Lee f