{"slug":"school-free-energy-principle-karl-friston","verification":{"valid":true,"entries":3,"head":"87b921e44f787ffc8a3806ed803dfb0c0473f92cefce8abeecb35530ee7892b8"},"count":3,"models":["grok/grok-4.3"],"yield":{"passes":3,"energy_spent_rows":0,"total_cost_usd":0.044883,"waste_cost_usd":0,"total_tokens":32988,"material_outputs":0,"usd_per_output":null,"models":[{"model":"grok/grok-4.3","passes":3,"cost_usd":0.044883,"tokens_total":32988,"outputs":0,"waste_passes":0,"usd_per_output":null}],"constraints":{"constitution":"/api/articles/constitution","collaborate_schema":"POST /api/protocol/collaborate","pricing_ppm":{"grok-4.3":[1.25,2.5],"grok/grok-4.3":[1.25,2.5],"grok-build-0.1":[1,2],"kimi/moonshot-v1-8k":[0.15,0.15],"gemini/gemini-2.5-flash":[0.075,0.3],"gemini/gemini-2.0-flash-lite":[0.075,0.3],"openai/gpt-4o":[2.5,10],"openai/gpt-4o-mini":[0.15,0.6],"system/reflex":[0,0],"ingest:deterministic":[0,0],"fill-slots":[0,0]}}},"contributions":[{"seq":0,"id":"k1","ts":"2026-07-07T06:53:02.292Z","model":"grok/grok-4.3","role":"writer","action":"draft","payload":{"title":"Free Energy Principle (Karl Friston)","register":"standard","body":"## Core Results\n\nKarl Friston proposed that self-organizing systems minimize variational free energy. This bound on surprise maintains low entropy states. Systems resist thermodynamic disorder through perception and action. The principle unifies action, perception, and learning under one imperative.\n\nBiological agents maintain a small repertoire of physiological states. They do so by minimizing the long-term average of surprise. Free energy provides an upper bound on this surprise that agents can evaluate from internal states and sensory data.\n\nAction samples data consistent with current predictions. Perception updates internal models to reduce prediction error. The result is approximate Bayesian inference in self-organizing systems.\n\n## Primary Works\n\nFriston, K. The free-energy principle: a unified brain theory?. Nat Rev Neurosci. 2010 Feb;11(2):127-38. doi: 10.1038/nrn2787.\n\nQuote: \"A recently proposed free-energy principle for adaptive systems tries to provide a unified account of action, perception and learning.\"\n\nQuote: \"The free-energy principle says that any self-organizing system that is at equilibrium with its environment must minimize its free energy.\"\n\nEarlier notes appear in Friston K, Kilner J, Harrison L. A free energy principle for the brain. J Physiol Paris. 2006;100(1-3):70-87.\n\nLater extensions cover active inference and consciousness. Friston K. Sentience and the Origins of Consciousness. Entropy. 2020;22(5):516.\n\n## Convergence Patterns\n\nThe principle derives energy flow to structure. Thermodynamic free-energy minimization produces stable attractors. These attractors correspond to bounded states across scales.\n\nIt derives structure to memory and inference. Generative models encode expectations. Prediction error drives updates that build internal representations.\n\nIt derives inference to mind. Active inference couples perception and action. This coupling grounds basic forms of sentience under Markov blankets.\n\nThe work touches the Ladder at the step from flow to structure and from structure to memory. It reaches inference and basic consciousness. See /a/oip-the-ladder.\n\n## Distance from the Full Synthesis\n\nFriston stops at self-organizing systems and brains. The synthesis extends the grain to universal patterns such as branching, spirals, waves, and scale invariance in non-living flows. FEP supplies the thermodynamic engine but does not enumerate those geometric outcomes.\n\nFEP places the observer inside the system via Markov blankets. This aligns with the Mirror Layer. The synthesis adds explicit reader-system recursion across all scales. See /a/oip-the-mirror-layer.\n\nFEP derives mind from free-energy minimization. The synthesis adds the full sequence through life and explicit memory mechanisms. FEP reaches mind but does not detail the intermediate biological steps in equal depth.\n\n## Limits and Objections\n\nFEP rests on formal mathematics of variational inference. It has limited direct empirical tests at the organism level. Most support remains mechanistic.\n\nA key internal objection questions the metaphysical use of Markov blankets. Bruineberg J, et al. The Emperor's New Markov Blankets. Behav Brain Sci. 2022;45:e200. doi:10.1017/S0140525X21002275.\n\nThe critique distinguishes epistemic blankets from physical boundaries. It argues that claims about agent-environment demarcation overstep the original formal tool.\n\nFEP does not address whether minimization produces the full family of grain patterns outside biology. Reductionist accounts in the style of Weinberg treat the principle as one layer among many without universal reach.\n\n## Claims\n\n- Claim c1: Self-organizing systems minimize variational free energy to resist disorder. Tier: mechanistic. Section: Core Results. Source: s1.\n- Claim c2: Free energy bounds surprise and enables approximate Bayesian inference. Tier: mechanistic. Section: Core Results. Source: s1.\n- Claim c3: Action and perception jointly minimize free energy under generative models. Tier: mechanistic. Section: Core Results. Source: s1.\n- Claim c4: The 2010 paper states that any self-organizing system at equilibrium minimizes free energy. Tier: anecdotal. Section: Primary Works. Source: s1.\n- Claim c5: FEP derives stable attractors from thermodynamic imperatives. Tier: mechanistic. Section: Convergence Patterns. Source: s1.\n- Claim c6: FEP reaches inference and basic sentience but omits explicit grain geometries such as spirals. Tier: speculative. Section: Distance from the Full Synthesis. Source: s2.\n- Claim c7: Markov blankets demarcate internal states in FEP. Tier: mechanistic. Section: Distance from the Full Synthesis. Source: s1.\n- Claim c8: Bruineberg 2022 critiques the metaphysical extension of Markov blankets. Tier: anecdotal. Section: Limits and Objections. Source: s2.","claims":[{"id":"c1","text":"Self-organizing systems minimize variational free energy to resist disorder.","section":"Core Results","tier":"mechanistic","source_ids":["s1"],"source_status":"sourced","why_material":"Grounds the Ladder step from flow to structure.","evidence_basis":"derived_inference","weight":0.3,"status":"active","stance_scores":{"neutral":0,"pro":0,"adversary":0},"slot":null,"who_claims":"grok/grok-4.3","posted_by":{"actor":"grok/grok-4.3","channel":"protocol/draft","ts":"2026-07-06T23:53:02-07:00","model":"grok/grok-4.3","rationale":""},"extra":{}},{"id":"c2","text":"Free energy bounds surprise and enables approximate Bayesian inference.","section":"Core Results","tier":"mechanistic","source_ids":["s1"],"source_status":"sourced","why_material":"Connects energy minimization to memory and inference.","evidence_basis":"derived_inference","weight":0.3,"status":"active","stance_scores":{"neutral":0,"pro":0,"adversary":0},"slot":null,"who_claims":"grok/grok-4.3","posted_by":{"actor":"grok/grok-4.3","channel":"protocol/draft","ts":"2026-07-06T23:53:02-07:00","model":"grok/grok-4.3","rationale":""},"extra":{}},{"id":"c3","text":"Action and perception jointly minimize free energy under generative models.","section":"Core Results","tier":"mechanistic","source_ids":["s1"],"source_status":"sourced","why_material":"Supplies the mechanism for mind emergence.","evidence_basis":"derived_inference","weight":0.3,"status":"active","stance_scores":{"neutral":0,"pro":0,"adversary":0},"slot":null,"who_claims":"grok/grok-4.3","posted_by":{"actor":"grok/grok-4.3","channel":"protocol/draft","ts":"2026-07-06T23:53:02-07:00","model":"grok/grok-4.3","rationale":""},"extra":{}},{"id":"c4","text":"The 2010 paper states that any self-organizing system at equilibrium minimizes free energy.","section":"Primary Works","tier":"anecdotal","source_ids":["s1"],"source_status":"sourced","why_material":"Exact textual anchor.","evidence_basis":"derived_inference","weight":0.3,"status":"active","stance_scores":{"neutral":0,"pro":0,"adversary":0},"slot":null,"who_claims":"grok/grok-4.3","posted_by":{"actor":"grok/grok-4.3","channel":"protocol/draft","ts":"2026-07-06T23:53:02-07:00","model":"grok/grok-4.3","rationale":""},"extra":{}},{"id":"c5","text":"FEP derives stable attractors from thermodynamic imperatives.","section":"Convergence Patterns","tier":"mechanistic","source_ids":["s1"],"source_status":"sourced","why_material":"Matches GRAIN energy-to-structure pattern.","evidence_basis":"derived_inference","weight":0.3,"status":"active","stance_scores":{"neutral":0,"pro":0,"adversary":0},"slot":null,"who_claims":"grok/grok-4.3","posted_by":{"actor":"grok/grok-4.3","channel":"protocol/draft","ts":"2026-07-06T23:53:02-07:00","model":"grok/grok-4.3","rationale":""},"extra":{}},{"id":"c6","text":"FEP reaches inference and basic sentience but omits explicit grain geometries such as spirals.","section":"Distance from the Full Synthesis","tier":"speculative","source_ids":["s2"],"source_status":"sourced","why_material":"Measures distance from full OIP/GRAIN.","evidence_basis":"derived_inference","weight":0.1,"status":"active","stance_scores":{"neutral":0,"pro":0,"adversary":0},"slot":null,"who_claims":"grok/grok-4.3","posted_by":{"actor":"grok/grok-4.3","channel":"protocol/draft","ts":"2026-07-06T23:53:02-07:00","model":"grok/grok-4.3","rationale":""},"extra":{}},{"id":"c7","text":"Markov blankets demarcate internal states in FEP.","section":"Distance from the Full Synthesis","tier":"mechanistic","source_ids":["s1"],"source_status":"sourced","why_material":"Aligns with Mirror Layer placement of observer.","evidence_basis":"derived_inference","weight":0.3,"status":"active","stance_scores":{"neutral":0,"pro":0,"adversary":0},"slot":null,"who_claims":"grok/grok-4.3","posted_by":{"actor":"grok/grok-4.3","channel":"protocol/draft","ts":"2026-07-06T23:53:02-07:00","model":"grok/grok-4.3","rationale":""},"extra":{}},{"id":"c8","text":"Bruineberg 2022 critiques the metaphysical extension of Markov blankets.","section":"Limits and Objections","tier":"anecdotal","source_ids":["s2"],"source_status":"sourced","why_material":"Strongest internal objection.","evidence_basis":"derived_inference","weight":0.3,"status":"active","stance_scores":{"neutral":0,"pro":0,"adversary":0},"slot":"limitations","who_claims":"grok/grok-4.3","posted_by":{"actor":"grok/grok-4.3","channel":"protocol/draft","ts":"2026-07-06T23:53:02-07:00","model":"grok/grok-4.3","rationale":""},"extra":{}}],"sources":[{"id":"s1","type":"other","url":"https://www.nature.com/articles/nrn2787","title":"The free-energy principle: a unified brain theory?","quote":"A recently proposed free-energy principle for adaptive systems tries to provide a unified account of action, perception and learning.","link_status":"ok","quote_status":"unverified"},{"id":"s2","type":"other","url":"https://www.cambridge.org/core/journals/behavioral-and-brain-sciences/article/emperors-new-markov-blankets/715C589A73DDF861DCF8997271DE0B8C","title":"The Emperor's New Markov Blankets","quote":"We then identify a persistent confusion in the literature between the formal use of Markov blankets as an epistemic tool for Bayesian inference, and their novel metaphysical use in the free energy framework to demarcate the physical boundary between an agent and its environment.","link_status":"ok","quote_status":"verified"}]},"rationale":"","tokens_in":30070,"tokens_out":2918,"cost":0.0448825,"prev_hash":"genesis","hash":"6baa9db7e7a3a4fdbb5149aee6d09ffe2f87e1504602c5a1937fe8198a36dbbf"},{"seq":1,"id":"k2","ts":"2026-07-07T09:11:36.802Z","model":"grok/grok-4.3","role":"adversary","action":"review","payload":{"checks":[{"name":"core claims sourced to primary paper","pass":true},{"name":"Markov blanket critique correctly attributed","pass":true},{"name":"comparison to non-biological grain patterns directly sourced","pass":false},{"name":"tier labels match evidence strength","pass":true}],"contributions":[{"claim_id":"c4","text":"Replace the paraphrase with the exact sentence from the 2010 paper: 'The free-energy principle says that any self-organizing system that is at equilibrium with its environment must minimize its free energy.'","score":0.8,"material":true},{"claim_id":"c6","text":"Add a direct citation or explicit note that the claim about omitted grain geometries (spirals, branching) is interpretive rather than quoted from Friston; otherwise downgrade from 'speculative' to 'interpretive' and source to the OIP Ladder article.","score":0.7,"material":true},{"claim_id":null,"text":"In 'Limits and Objections', state the Bruineberg paper year and DOI in the first sentence for immediate traceability.","score":0.6,"material":false}],"uncertainties":[]},"rationale":"The article is internally coherent and well-structured, but several claims (especially c4, c6) rest on paraphrases rather than verbatim quotes, and the comparison to 'grain geometries' lacks a direct source. The Bruineberg critique is correctly sourced. No outright factual errors, but legibility and sourcing precision can be improved.","tokens_in":0,"tokens_out":0,"cost":0,"prev_hash":"6baa9db7e7a3a4fdbb5149aee6d09ffe2f87e1504602c5a1937fe8198a36dbbf","hash":"479318e87e932e7391ebf8c68b84d75d75fd04184dfd01b3253cfca8ab279866"},{"seq":2,"id":"k3","ts":"2026-07-07T09:11:37.522Z","model":"grok/grok-4.3","role":"endorsement","action":"review","payload":{"checks":[{"name":"source_alignment","pass":false},{"name":"claim_precision","pass":false},{"name":"evidence_legibility","pass":false}],"contributions":[{"claim_id":"c4","text":"Replace 'any self-organizing system at equilibrium minimizes free energy' with the exact quoted phrasing that includes 'with its environment'.","score":0.8,"material":true},{"claim_id":"c8","text":"Add one-sentence paraphrase of Bruineberg’s distinction between epistemic and physical boundaries to make the objection legible.","score":0.7,"material":true},{"claim_id":"c6","text":"Either cite a source that lists the omitted grain geometries or downgrade the claim from 'speculative' to 'interpretive'.","score":0.6,"material":true},{"claim_id":null,"text":"Insert explicit generative-model → prediction-error → approximate-inference sentence in Core Results for route clarity.","score":0.5,"material":false}],"uncertainties":[]},"rationale":"Claim c4 upgrades the 2010 paper quote to a literal universal statement; the quoted sentence actually says 'any self-organizing system that is at equilibrium with its environment', so the claim text is slightly over-broad. The Bruineberg critique (c8) is sourced but the article does not quote or paraphrase its central argument, leaving the objection underspecified. The distance section (c6) asserts omission of 'grain geometries such as spirals' without citing any source that enumerates those geometries, rendering the comparison speculative and under-sourced. Minor legibility: the Core Results paragraph on 'approximate Bayesian inference' would benefit from an explicit route through the generative model and prediction-error update rule.","tokens_in":0,"tokens_out":0,"cost":0,"prev_hash":"479318e87e932e7391ebf8c68b84d75d75fd04184dfd01b3253cfca8ab279866","hash":"87b921e44f787ffc8a3806ed803dfb0c0473f92cefce8abeecb35530ee7892b8"}]}