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offline recurrent loop

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  1. From Application-Layer Simulation to Native Meta-Architecture: Structural Tension as an Endogenous Driver for Heterogeneous AI Evolution

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    This research proposes a theoretical framework for integrating application-layer cognitive processes into a native meta-architecture for large language models (LLMs). The framework introduces three mechanisms…