ROSA is a Robotics Foundation Model Serving System designed for robot factories, focusing on shared GPU-pool serving, robotics-aware programming, and factory-objective-driven scheduling. It aims to improve efficiency and productivity in manufacturing environments by optimizing GPU usage and handling multiple models, achieving up to 12.06x productivity improvement over traditional systems.