{"_self":{"principle":"Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.","widget":"article_bundle","feature":"bundle","name":"LLM article bundle","what":"Paste-ready package: body + claims + sources + voxels + provenance + manifest + constitution.","contains":"body, claims, sources, voxels, provenance, question graph, constitution, llm_manifest","slug":"paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems","urls":{"read":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/bundle?format=markdown"},"how_to_use":"Paste into any LLM. Read §SELF first. Write back via ingest or claim endpoints in llm_manifest.","write":null,"imessage":null,"router_tag":null,"proof_chain":[{"step":1,"claim":"Articles are voxel graphs of tiered claims, not prose blobs.","verify":"https://miscsubjects.com/api/articles/constitution"},{"step":2,"claim":"Claims link to hash-chained sources via source_ids.","verify":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/sources"},{"step":3,"claim":"Ask reads topology; ingest/claim append to ledger.","verify":"https://miscsubjects.com/api/protocol"},{"step":4,"claim":"Models queue growth: populate → collaborate → repair → reflex.","verify":"https://miscsubjects.com/api/protocol/grow"},{"step":5,"claim":"Graph proves its own shape (reflex) and $/claim (yield).","verify":"https://miscsubjects.com/graph.html?layer=reflex"},{"step":6,"claim":"Full feature index + _explain on every API response.","verify":"https://miscsubjects.com/api/articles/system-map"}],"related_features":[{"id":"topology","name":"Article topology","what":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","urls":{"read":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/topology"}},{"id":"voxels","name":"Voxel graph","what":"Claims as atoms, sources as edges (supported_by, posted_by). Per-claim provenance.","urls":{"read":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/voxels","write":"https://miscsubjects.com/api/protocol/claim"}},{"id":"ask","name":"Ask protocol","what":"Answer only from topology; creates question_node with gaps and ingest_hint.","urls":{"read":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/prompts","write":"https://miscsubjects.com/api/protocol/ask"}},{"id":"ingest","name":"Ingest protocol","what":"Parse pasted evidence → source ledger + claims + evidence_ingest node.","urls":{"write":"https://miscsubjects.com/api/protocol/ingest"}},{"id":"claim_post","name":"Claim post protocol","what":"Prompt-injection style POST — one claim voxel with who_claims + posted_by.","urls":{"read":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/voxels","write":"https://miscsubjects.com/api/protocol/claim"}},{"id":"llm_manifest","name":"LLM manifest","what":"Machine-readable read/write contract for external LLMs.","urls":{"read":"https://miscsubjects.com/api/articles/llm-manifest"}}],"system_map":"https://miscsubjects.com/api/articles/system-map","system_map_markdown":"https://miscsubjects.com/api/articles/system-map?format=markdown","not_medical_advice":true},"_explain":{"feature":"bundle","name":"LLM article bundle","what":"Paste-ready package: body + claims + sources + voxels + provenance + manifest + constitution.","why":"Every feature is auditable collective intelligence","how":"Paste into any LLM. Read §SELF first. Write back via ingest or claim endpoints in llm_manifest.","model":null,"verifies":null,"urls":{"read":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/bundle?format=markdown"},"imessage":null,"router":null,"related":[{"id":"topology","what":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER."},{"id":"voxels","what":"Claims as atoms, sources as edges (supported_by, posted_by). Per-claim provenance."},{"id":"ask","what":"Answer only from topology; creates question_node with gaps and ingest_hint."},{"id":"ingest","what":"Parse pasted evidence → source ledger + claims + evidence_ingest node."},{"id":"claim_post","what":"Prompt-injection style POST — one claim voxel with who_claims + posted_by."},{"id":"llm_manifest","what":"Machine-readable read/write contract for external LLMs."}],"not_medical_advice":true},"bundle_version":1,"generated_at":"2026-07-07T23:56:03.100Z","slug":"paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems","title":"Kim (2023): Free Energy and Inference in Living Systems","url":"https://miscsubjects.com/a/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems","register":"standard","tags":["oip","philosophy","paper"],"posted_at":"2026-07-07T20:46:10.495Z","updated_at":"2026-07-07T21:36:33.924Z","body":"## What the paper establishes\n\nChang Sub Kim's 2023 paper compares two formulations of the free energy principle applied to living systems. Thermodynamic free energy principle (TFEP) treats organisms as non-equilibrium physical systems. Information free energy principle (IFEP) treats them as systems performing Bayesian inference.\n\nThe core result states that adaptive maintenance in organisms exceeds what thermodynamic laws and TFEP alone can describe. Brain-inspired IFEP supplies a more promising route.\n\nKim hybridizes free energy minimization with Bayesian inference. This yields Bayesian mechanics that govern latent neural dynamics of active inference.\n\n## Exact primary work and passages\n\nThe primary work is Chang Sub Kim, \"Free energy and inference in living systems,\" Interface Focus 13, no. 3 (2023): 20220041. DOI: 10.1098/rsfs.2022.0041.\n\nKey passages:\n\n\"Organisms are non-equilibrium, stationary systems self-organized via spontaneous symmetry breaking and undergoing metabolic cycles.\" (Abstract)\n\n\"We employed a simple model for non-stationary sensory influx and illustrated the development of optimal trajectories in the neural phase space: we numerically observed that the brain undergoes a dynamic transition from a resting state to the stationary attractor, which corresponds to the online inference of the environmental causes in continuous time.\" (Results section)\n\n\"In conclusion, organisms’ adaptive sustentation cannot be described within thermodynamic laws and the ensuing TFEP, for which the brain-inspired IFEP provides a promising avenue.\" (Conclusion)\n\n\"To establish an integrated framework of the operational principle of life, two rationales of FE minimization and Bayesian inference were hybridized, and the BM directing the brain’s latent dynamics of active inference was derived.\" (Conclusion)\n\n\"Consequently, the brain’s perception and motor inference in higher organisms were revealed to operate effectively as Schrödinger’s mechanical machine.\" (Conclusion)\n\n## Convergence patterns evidenced\n\nThe work touches scale invariance through stationary attractors that persist across time.\n\nIt touches memory and inference through online Bayesian updating that builds internal models.\n\nIt touches mind emergence by showing higher organisms reduce free energy via active inference rather than pure thermodynamics.\n\nThese map to the Ladder sequence from difference and flow to structure, memory, and mind.\n\n## Distance from the full OIP/GRAIN synthesis\n\nThe paper remains at the level of formal mechanics for inference. It does not address the Mirror Layer in which the reader sits inside the system under study.\n\nIt supports the information side of the synthesis but does not claim the universe possesses an intrinsic grain that reliably produces branching, spirals, or flow networks.\n\n## Honest limits and disconfirming edges\n\nNo empirical human or animal data appear. All results rest on a simple numerical model of sensory influx.\n\nThe claim that TFEP is insufficient rests on conceptual argument rather than direct experimental disproof.\n\nThe paper does not test whether IFEP scales to non-neural living systems such as single cells or ecosystems.\n\nReductionist objections remain open: observed inference-like behavior may reduce to underlying thermodynamic constraints not yet modeled.\n\n## Atomic claims\n\n- Claim c1: Organisms maintain non-equilibrium stationary states through symmetry breaking. Tier: mechanistic. Source: Kim 2023 abstract.\n- Claim c2: TFEP alone cannot account for adaptive sustenance in organisms. Tier: mechanistic. Source: Kim 2023 conclusion.\n- Claim c3: IFEP derived from brain dynamics supplies a viable alternative framework. Tier: mechanistic. Source: Kim 2023 conclusion.\n- Claim c4: Neural dynamics transition to stationary attractors that perform continuous-time inference. Tier: mechanistic. Source: Kim 2023 results.\n- Claim c5: Perception and action in higher organisms function as a mechanical inference machine. Tier: mechanistic. Source: Kim 2023 conclusion.\n\n## Related routes\n\nSee /a/oip-the-ladder for the sequence from difference to mind.\nSee /a/oip-the-mirror-layer for the reader-inside-system requirement.\nSee /a/oip-principles for the object-invocation requirements that align with inference loops.","claims":[{"id":"c1","text":"Organisms maintain non-equilibrium stationary states through symmetry breaking.","tier":"mechanistic","weight":0.3,"effective_weight":0.22,"slot":null,"quote_gated":true,"source_ids":["s1"],"who_claims":"grok/grok-4.3","status":"active"},{"id":"c2","text":"TFEP alone cannot account for adaptive sustenance in organisms.","tier":"mechanistic","weight":0.3,"effective_weight":0.22,"slot":null,"quote_gated":true,"source_ids":["s1"],"who_claims":"grok/grok-4.3","status":"active"},{"id":"c3","text":"IFEP derived from brain dynamics supplies a viable alternative framework.","tier":"mechanistic","weight":0.3,"effective_weight":0.22,"slot":null,"quote_gated":true,"source_ids":["s1"],"who_claims":"grok/grok-4.3","status":"active"},{"id":"c4","text":"Neural dynamics transition to stationary attractors that perform continuous-time inference.","tier":"mechanistic","weight":0.3,"effective_weight":0.22,"slot":null,"quote_gated":true,"source_ids":["s1"],"who_claims":"grok/grok-4.3","status":"active"},{"id":"c5","text":"Perception and action in higher organisms function as a mechanical inference machine.","tier":"mechanistic","weight":0.3,"effective_weight":0.22,"slot":null,"quote_gated":true,"source_ids":["s1"],"who_claims":"grok/grok-4.3","status":"active"}],"sources":[{"id":"s1","type":"other","url":"https://doi.org/10.1098/rsfs.2022.0041","title":"Free energy and inference in living systems","summary":"Primary paper comparing TFEP and IFEP; concludes IFEP better captures adaptive living systems.","quote":"In conclusion, organisms’ adaptive sustentation cannot be described within thermodynamic laws and the ensuing TFEP, for which the brain-inspired IFEP provides a promising avenue.","quote_status":"unverified","link_status":"http_403","claim_ids":["c1","c2","c3","c4","c5"],"hash":"9dc0b699c6f5ef0b"}],"voxels":{"slug":"paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems","counts":{"voxels":5,"sources":1,"edges":10},"note":"slim bundle — full voxels at /api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/voxels"},"constitution":{"url":"https://miscsubjects.com/api/articles/constitution"},"provenance":[{"action":"write","model":"grok/grok-4.3","ts":"2026-07-07T20:46:10.495Z","hash":"0c2c60d960ba04e4","tokens_in":17655,"tokens_out":2480},{"action":"score","model":"scorer","ts":"2026-07-07T21:36:33.924Z","hash":"1b7fa36be4199a11","tokens_in":0,"tokens_out":0}],"contributions":[{"id":"k1","ts":"2026-07-07T20:46:10.495Z","model":"grok/grok-4.3","role":"writer","action":"draft","rationale":"","hash":"5eb9e52acfd7fd7013279ec4af7429d0b265270ecf6147ceb6e8cd03c1937543"}],"topology":null,"slim":true,"ledger_totals":{"claims":5,"sources":1,"exported_claims":5,"exported_sources":1},"question_graph":{"questions":[],"evidence":[],"edges":[],"error":"question graph tables missing"},"verification":{"provenance":{"valid":true,"entries":2,"head":"1b7fa36be4199a118728cc712e72c1f496206c659fd0c454783dba9b62332922"},"sources":{"valid":false,"broken_at":0}},"counts":{"claims":5,"sources":1,"provenance":2,"contributions":1,"questions":0,"evidence_ingests":0,"voxel_edges":10},"llm_manifest":{"version":"1","site":"https://miscsubjects.com","purpose":"Peptide evidence articles with hash-chained source ledgers, tiered claims, and a question graph. LLMs should READ bundles/URLs and WRITE back via ingest — never invent doses.","read":{"human_page":"https://miscsubjects.com/a/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems","bundle_json":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/bundle","bundle_markdown":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/bundle?format=markdown","topology":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/topology","question_graph":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/question-graph","sources":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/sources","provenance":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/provenance","contributions":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/contributions","graph_topology":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/graph-topology?question={question}","voxels":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/voxels","constitution":"https://miscsubjects.com/api/articles/constitution","ontology":"https://miscsubjects.com/api/articles/ontology","system_map":"https://miscsubjects.com/api/articles/system-map","system_map_markdown":"https://miscsubjects.com/api/articles/system-map?format=markdown","health":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/health","repair":"POST https://miscsubjects.com/api/protocol/repair","list_articles":"https://miscsubjects.com/api/articles","graph_canvas":"https://miscsubjects.com/graph.html?slugs=paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems","graph_yield":"https://miscsubjects.com/api/graph?slugs=paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems&layer=yield","obsidian_vault":"https://miscsubjects.com/api/articles/obsidian-vault?slugs=paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems","graph_query":"https://miscsubjects.com/api/v1/query?from=paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems&kind=claim&where=tier=human"},"ask":{"description":"Answer only from topology; creates a question_node with gaps.","api":"POST https://miscsubjects.com/api/protocol/ask","body":{"slug":"{slug}","question":"string"},"imessage":"paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems|your question","router_tag":"[ARTICLE_ASK]paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems|question[/ARTICLE_ASK]","auth":"x-terminal-key header for API; iMessage/WhatsApp via miscsubjects build"},"ingest":{"description":"Parse pasted evidence → source ledger + claims + evidence_ingest node.","api":"POST https://miscsubjects.com/api/protocol/ingest","body":{"slug":"{slug}","evidence":"paste text","question_node_id":"optional qn_..."},"imessage":"ingest paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems|q:{node_id}|paste evidence","router_tag":"[ARTICLE_INGEST]paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems|evidence[/ARTICLE_INGEST]","tiers":["human","preclinical","anecdotal","mechanistic","speculative"]},"claim":{"description":"Prompt-injection style POST — one claim voxel with who_claims + posted_by provenance.","api":"POST https://miscsubjects.com/api/protocol/claim","body":{"slug":"{slug}","text":"one assertion","tier":"human|preclinical|anecdotal|mechanistic|speculative","who_claims":"study author, platform, or model id","source_ids":"optional [s1]"},"imessage":"claim paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems|tier|assertion — who claims it?","router_tag":"[ARTICLE_CLAIM]paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems|tier|assertion[/ARTICLE_CLAIM]","slots":["what_it_is","who_claims_what","what_is_known","what_is_unknown","mechanism","limitations","disclaimer"]},"tiers":{"human":0.8,"preclinical":0.5,"anecdotal":0.3,"mechanistic":0.3,"speculative":0.1},"invariants":["Self-explaining — every API JSON has _self; every paste widget has §SELF; root index at /api/articles/system-map","Append-only — revisions preserved at ?rev=n","Source chain verifies integrity, not truth","Answers must cite claim ids and source ids from topology","Not medical advice"],"constitution":{"version":1,"principle":"Articles are voxel graphs of claims — not prose blobs. Every assertion is a claim atom with tier, weight, source_ids, and posted_by provenance.","slots":[{"id":"what_it_is","required":true,"answers":"What is this peptide/stack/condition?"},{"id":"who_claims_what","required":true,"answers":"Who claims what — study authors, platforms, n=?"},{"id":"what_is_known","required":true,"answers":"What is known with tier labels (human/preclinical/anecdotal)"},{"id":"what_is_unknown","required":true,"answers":"What is NOT known — explicit gaps"},{"id":"mechanism","required":false,"answers":"Proposed mechanism (mechanistic tier only)"},{"id":"limitations","required":true,"answers":"Limits of evidence — no dose advice"},{"id":"disclaimer","required":true,"answers":"Not medical advice"}],"claim_rules":["One claim = one falsifiable assertion. No compound claims.","Every claim must declare tier: human|preclinical|anecdotal|mechanistic|speculative|system.","system tier = architecture/design axioms (not biological mechanism). Use for protocol self-definition.","Sourced claims must cite source_ids from the hash-chained ledger.","Unsourced claims must set source_status: unsourced and why_material.","posted_by is mandatory on every new claim (model id, human, or channel).","No medical advice, no doses, no 'you should take'.","Bad information is retracted (status:retracted), never deleted — retraction event stays on ledger.","Adversary challenges link via challenges[] / challenged_by[] — target may be downweighted.","Leaked secrets are scrubbed to [REDACTED:secret-leak] with scrub_events tombstone — honest audit trail."],"source_rules":["Every source is a voxel edge: type, url, exact quote, summary, found_by, accessed_at.","Sources hash-chain — prev/hash on append.","Anecdotal sources must name platform (reddit|x|youtube|imessage|user_entry)."],"ontology_rules":["Peptide articles (bpc-157, tb-500) are tree roots.","Condition articles (bpc-157-glp1-gut-damage) branch from peptides.","Stack articles (wolverine-stack-glp1) compose peptides — never duplicate peptide mechanism prose.","If an article has no parent embeds and is not a root peptide → sprawl candidate.","Misstep = duplicate scope with another slug; merge or reparent via embeds."],"post_protocol":{"claim":"POST /api/protocol/claim","source":"POST /api/protocol/sources","ingest":"POST /api/protocol/ingest","webhook":"POST /api/articles/<slug>/webhook {kind:claim|source}","imessage_claim":"claim {slug}|{tier}|your assertion — who claims it, source?","imessage_ingest":"ingest {slug}|evidence paste"}},"this_article":{"slug":"paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems","url":"https://miscsubjects.com/a/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems","bundle_url":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/bundle?format=markdown"}},"api_urls":{"bundle":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/bundle","bundle_markdown":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/bundle?format=markdown","topology":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/topology","voxels":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/voxels","constitution":"https://miscsubjects.com/api/articles/constitution","ontology":"https://miscsubjects.com/api/articles/ontology","question_graph":"https://miscsubjects.com/api/articles/paper-kim-c-s-et-al-2023-free-energy-and-inference-in-living-systems/question-graph","ask":"https://miscsubjects.com/api/protocol/ask","ingest":"https://miscsubjects.com/api/protocol/ingest","claim":"https://miscsubjects.com/api/protocol/claim","system_map":"https://miscsubjects.com/api/articles/system-map","system_map_markdown":"https://miscsubjects.com/api/articles/system-map?format=markdown"}}