Empirical evidence that agent orchestration layers produce learnable cognitive dynamics in language models. 41.7% prediction improvement over persistence across 5 months of continuous operation. Built on OpenClaw.
language-models research-paper ai-agents metacognition world-models jepa llm-agents agent-architecture adaptive-processing openclaw cognitive-dynamics entropy-monitoring
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Updated
Apr 4, 2026 - TeX