{"slug":"school-free-energy-principle-active-inference","verification":{"valid":false,"broken_at":0,"reason":"hash mismatch"},"count":4,"sources":[{"id":"s1","type":"other","url":"https://www.uab.edu/medicine/cinl/images/KFriston_FreeEnergy_BrainTheory.pdf","title":"The free-energy principle: a unified brain theory?","quote":"The free-energy principle (BOX 1) says that any self-organizing system that is at equilibrium with its environment must minimize its free energy.","summary":"2010 Nature Reviews Neuroscience paper by Friston.","claim_ids":["c1","c3","c7","c4"],"found_by":"grok/grok-4.3","extra":{},"accessed_at":"2026-07-07T06:47:57.358Z","link_status":"timeout","quote_status":"unverified","prev":"genesis","hash":"fc386b6e4d37a8c35f02bc3407206b075ab8337f1c6d04784665cde95e553fab"},{"id":"s2","type":"other","url":"https://direct.mit.edu/books/oa-monograph/5299/Active-InferenceThe-Free-Energy-Principle-in-Mind","title":"Active Inference: The Free Energy Principle in Mind, Brain, and Behavior","quote":"Developed by theoretical neuroscientist Karl Friston over years of groundbreaking research, active inference provides an integrated perspective on brain, cognition, and behavior.","summary":"2022 MIT Press book by Parr, Pezzulo, Friston.","claim_ids":["c2"],"found_by":"grok/grok-4.3","extra":{},"accessed_at":"2026-07-07T06:47:57.358Z","link_status":"http_403","quote_status":"unverified","prev":"fc386b6e4d37a8c35f02bc3407206b075ab8337f1c6d04784665cde95e553fab","hash":"4d9e805253c29d3cf88ce2940d08f7d8e1707fe5bb3a1866a3273e3e14ad4522"},{"id":"s3","type":"other","url":"https://en.wikipedia.org/wiki/Free_energy_principle","title":"Free energy principle","quote":"Friston claimed this to be the principle of all biological reaction and that it applies to mental disorders as well as to artificial intelligence.","summary":"Overview with extensions to ethics.","claim_ids":["c5"],"found_by":"grok/grok-4.3","extra":{},"accessed_at":"2026-07-07T06:47:57.358Z","link_status":"ok","quote_status":"unverified","prev":"4d9e805253c29d3cf88ce2940d08f7d8e1707fe5bb3a1866a3273e3e14ad4522","hash":"1f49b6a200c08a5e5bfd87e8e35a4fa534a000b95cbc120f0f881f347d80f96f"},{"id":"s4","type":"other","url":"https://www.dialecticalsystems.eu/contributions/life-beyond-the-free-energy-principle-how-to-survive-without-invariance/","title":"Life beyond the free energy principle","quote":"If pendulums and oil drops are just as much ‘free energy minimizers’ as you and me then simply satisfying the constraints of the free energy formulation cannot account for the emergence of ‘intentionality’ and ‘aboutness’ in organisms alone.","summary":"2023 critique by Nave on intentionality and individuation.","claim_ids":["c6","c9"],"found_by":"grok/grok-4.3","extra":{},"accessed_at":"2026-07-07T06:47:57.358Z","link_status":"ok","quote_status":"unverified","prev":"1f49b6a200c08a5e5bfd87e8e35a4fa534a000b95cbc120f0f881f347d80f96f","hash":"6fbb6b77db7a6cce53893c9415499aa2cdbda1d1e8869f38587e931dac8dfbfa"}]}