We suggest the authors' endeavor toward a science of intentional change may benefit from recent advances in informationally meaningful self-organizing dynamical systems. Coordination Dynamics, having contributed to an understanding of behavior on several time scales – adaptation, learning, and development – and on different levels of analysis, from the neural to the social, may complement, if not enhance, the authors' insights.