Abstract: This paper attempts to show the interrelationship between the autonomy of individual mobile robots and the evolution of their group behavior.Towards this end,we demonstrate how a genetic algorithm can be applied to evolve some globally optimal group behavior among autonomous robots,by way of selecting the appropriate sensory and behavioral parameters as well as specific task configurations.