In railway maintenance, the integration of artificial intelligence (AI) and deep learning technologies marks a shift from traditional inspection methods. A new study published in High-speed Railway introduces a high-performance rail inspection system, leveraging the latest advancements in AI, specifically employing YOLOv8 for fast and accurate defect detection.