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    <title>LLM Self-Correction on Cognaptus</title>
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      <title>Ctrl&#43;Z Is Not a Strategy: When LLM Self-Correction Actually Works</title>
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      <description>A control-theoretic reading of why iterative LLM self-correction often degrades results—and how businesses should decide when to let agents revise themselves.</description>
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