A robotic system for inspecting pipes is being developed with integrated technologies for real-time navigation. The system's design may incorporate multiple sensors and machine learning models, such as YOLOv8 and LSTM, to facilitate adaptive inspection. Experimental validation of a modular crawler robot for pipeline inspection has been reported, although the specifics of its design and capabilities are not entirely clear.