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This paper applies dynamical systems analysis to interpret latent chain-of-thought reasoning in models like CODI and COCONUT, revealing structured dynamics with stable and unstable classes.
This article argues that Chain of Thought reasoning is a temporary hack and that the future lies in latent reasoning methods like Coconut, HRM, and RecursiveMAS. It discusses the black box problem and proposes outer loop governance with DAGs and verification, while positioning BDH as a model that combines latent computation with stateful memory.