The 1. RFC Stuttgart robot soccer team is used as a testbed for multi-agent software architecture principles in dynamic real time domains. The current research activities focus on a completely new design of a midsize robot, the enhancement of machine learning algorithms for strategies, new vision methods and a context-aware visualization.