Leveraging embodied-AI, we have developed an autonomous railway loading and unloading solution that supports container retrieval and cargo stacking within railcars, enabling material transfer between railcars and the yard. This reduces manual labor, enhances the efficiency of railway freight handling, and achieves unmanned operations at railway terminals.