A new deep architecture is proposed for route planning that jointly optimizes cost functions and route-ranking models. It outperforms state-of-the-art methods in route quality and customizability. While this work is not directly related to AI agents, it may be of interest to those working on AI-related route-planning tasks or navigation services.