RoboBallet explores a new approach to multi-robot task and motion planning by combining graph neural networks with reinforcement learning. Instead of decomposing planning into brittle subproblems, the system learns to coordinate multiple robotic arms directly through structured relational reasoning. Trained in simulation and generalizing zero-shot to real workcells, RoboBallet demonstrates how learning-based coordination can scale to industrial environments where classical pl