While robots have been recently introduced in domestic environments to perform household chores, few robots are being used for entertainment, partially due to the lack of infrastructures for this purpose. In this paper, we propose an architecture that enables integrating interactive virtual elements in a robot-based gameplay. Several robot game concepts that may be enhanced with Augmented Reality are presented as guidelines toward the future of robot entertainment.