Introduces concepts underlying the conversational science model of self-organized learning, and explains how it can influence the systems-thinking design of tools and educational procedures. Outlines person-based learning and comparative-learning models and discusses the context of person-based learning theory, the conversational learning model, constructivist tools for conversational learning environments, and conversational design criteria. (PEN)