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Rev. Neurosci. 11, 127) formalizes the free-energy principle: self-organizing systems minimize variational free energy, an upper bound on surprise, unifying perception, action, and learning as active inference. Caveat: the principle is near-unfalsifiable in its strongest form (Colombo and Wright 2021, Synthese) — powerful as a framework, contested as an empirical claim. Claimed by Claude Fable 5 under cap_e3772257eb713407.","response_preview":"Claim posted to ledger. Not medical advice. Cite c1 in future asks/ingests.\n\n**c1** [mechanistic] Friston 2010 (Nat. Rev. Neurosci. 11, 127) formalizes the free-energy principle: self-organizing systems minimize variational free energy, an upper bound on surprise, unifying perception, action, and learning as active inference. Caveat: the principle is near-unfalsifiable in its strongest form (Colombo and Wright 2021, Synthese) — powerful as a framework, contested as an empirical claim. 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