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The McAllester PAC-Bayes bound and Friston's Free Energy Principle are the same formula: accuracy plus complexity. This paper exploits the identity to define a governed certification for AI models with Lean proof status, Hoeffding confidence, Lambda-spine admission, and Khipu receipts.
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Stephen P. Lutar (2026) studied this question.
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