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A post-connectionist blueprint for persistent, autopoietic AGI. This framework redefines intelligence as dynamical self-stabilization, moving from "AI as a tool" to "AI as a persistent entity" through recursive self-modeling, active inference, and non-equilibrium thermodynamics.