Modeling Cooperation as Information Flow: Ripple Structures and Behavioral Digital Twins

Recent advances in articial intelligence (AI), particularly large language models, have signicantly improved performance in language understanding, vision, and reasoning. How- ever, a fundamental limitation remains: current AI systems still lack an explicit under- standing of the logical structure b