{"_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":"convergence-encyclopedia-c13","urls":{"read":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/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/convergence-encyclopedia-c13/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/convergence-encyclopedia-c13/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/convergence-encyclopedia-c13/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/convergence-encyclopedia-c13/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/convergence-encyclopedia-c13/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/convergence-encyclopedia-c13/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":"2026-07-04T07:32:39.179Z","slug":"convergence-encyclopedia-c13","title":"Convergence Encyclopedia: C13 — Free Energy / Active Inference","url":"https://miscsubjects.com/a/convergence-encyclopedia-c13","register":"oip_protocol","tags":["OIP","convergence-encyclopedia","node"],"posted_at":"2026-07-04T03:18:35.759Z","updated_at":"2026-07-04T05:01:03.441Z","body":"**F1 — Tier.** T2 (contested — mathematically sophisticated, empirically supported in specific domains, but criticized as potentially unfalsifiable). Uncertainty flag: The Free Energy Principle (FEP) may be able to accommodate any observation post hoc; critics argue this is a feature, not a bug, but it weakens the convergence claim.\n\n**F2 — Sources.** \n- Helmholtz, H. von (1867). Handbuch der Physiologischen Optik. Voss. (Helmholtz free energy in thermodynamics derives from his work on perception.)\n- Friston, K. (2005). “A free energy principle for the brain.” Journal of Physiology-Paris, 100(1–3), 70–87.\n- Friston, K. (2010). “The free-energy principle: a unified brain theory?” Nature Reviews Neuroscience, 11(2), 127–138.\n- Friston, K., Kilner, J. & Harrison, L. (2006). “A free energy principle for the brain.” Journal of Physiology-Paris, 100(1–3), 70–87.\n- Rao, R.P.N. & Ballard, D.H. (1999). “Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects.” Nature Neuroscience, 2(1), 79–87.\n\n**F3 — Domains.** Neuroscience (perception as inference), AI (predictive coding, variational autoencoders), biology (homeostasis as inference), psychology (perceptual inference, action selection).\n\n**F4 — Scale.** Single neuron (~10⁻⁵ m) → cortical networks (~10⁻² m); formal framework applies at any scale where a system maintains boundaries.\n\n**F5 — Falsifier.** An adaptive agent that does not reduce prediction error (or variational free energy) yet survives and reproduces — a system that thrives while systematically maximizing surprisal. (Note: critics argue FEP can redescribe any behavior as free-energy minimization, making this falsifier difficult to apply. See rival below.)\n\n**F6 — Rival (strongest form).** The Free Energy Principle is unfalsifiable — it is a mathematical tautology that any self-organizing system must minimize free energy, because free energy is defined as the difference between the system’s model and the true distribution. Any behavior can be described post hoc as free-energy minimization. This makes FEP a useful modeling framework but not a scientific theory. Critics: Bekesy (2019) Physics of Life Reviews; Clark (2013) Behavioral and Brain Sciences 36(3):181 notes predictive coding is a “substantive empirical hypothesis” while FEP is more ambitious; Colombo & Wright (2018) British Journal for the Philosophy of Science argue FEP lacks empirical content independent of its component models.\n\n**F7 — Independence.** MODERATE — partial lineage. Helmholtz (19th-century physiology/physics) established the theoretical framework for perception as unconscious inference. Friston (21st-century neuroscience, UCL) developed active inference from statistical physics and Bayesian brain theory. Rao & Ballard (1999) independently developed predictive coding. The lineage from Helmholtz to Friston is conceptual, not institutional.\n\n**F8 — Pattern type.** Biological / mathematical.\n\n**F9 — Maps.** A3 (pattern-dynamics), A2 (thermodynamic/computational).\n\n---\n\n## Corpus map\n- Previous: [Convergence Encyclopedia: C12](/a/convergence-encyclopedia-c12)\n- Next: [Convergence Encyclopedia: C14](/a/convergence-encyclopedia-c14)\n- Encyclopedia start: [The Schema](/a/convergence-encyclopedia-schema)\n- Same node, other planes: [Catalogue node C13](/a/oip-node-c13-free-energy-active-inference) · [Catalogue hub](/a/oip-convergence-public-article)\n- Edges touching C13: [disconfirming edge 2](/a/oip-disconfirming-edge-2)\n- Kin corpora: [Total Structure](/a/oip-total-structure) · [Signature of the Grain](/a/oip-sog-preamble-axioms)","claims":[],"sources":[],"voxels":{"slug":"convergence-encyclopedia-c13","counts":{"voxels":0,"sources":0,"edges":0},"note":"slim bundle — full voxels at /api/articles/convergence-encyclopedia-c13/voxels"},"constitution":{"url":"https://miscsubjects.com/api/articles/constitution"},"provenance":[{"action":"fill","model":"claude-fable-5","ts":"2026-07-04T03:39:36.647Z","hash":"54dcfb1425a07740","tokens_in":0,"tokens_out":0},{"action":"edit","model":"claude-fable-5","ts":"2026-07-04T04:38:41.746Z","hash":"747fe44d32c782ed","tokens_in":0,"tokens_out":0},{"action":"edit","model":"claude-fable-5","ts":"2026-07-04T05:01:03.441Z","hash":"bd53879a002f534b","tokens_in":0,"tokens_out":0}],"contributions":[],"topology":null,"slim":true,"ledger_totals":{"claims":0,"sources":0,"exported_claims":0,"exported_sources":0},"question_graph":{"slug":"convergence-encyclopedia-c13","questions":[],"evidence":[],"edges":[],"counts":{"questions":0,"evidence":0,"edges":0}},"verification":{"provenance":{"valid":true,"entries":3,"head":"bd53879a002f534bb8d5163275c02dc9c9eb47db4b3f59d51e9c7d815cb1e9e8"},"sources":{"valid":true,"entries":0,"head":"genesis"}},"counts":{"claims":0,"sources":0,"provenance":3,"contributions":0,"questions":0,"evidence_ingests":0,"voxel_edges":0},"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/convergence-encyclopedia-c13","bundle_json":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/bundle","bundle_markdown":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/bundle?format=markdown","topology":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/topology","question_graph":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/question-graph","sources":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/sources","provenance":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/provenance","contributions":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/contributions","graph_topology":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/graph-topology?question={question}","voxels":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/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/convergence-encyclopedia-c13/health","repair":"POST https://miscsubjects.com/api/protocol/repair","list_articles":"https://miscsubjects.com/api/articles","graph_canvas":"https://miscsubjects.com/graph.html?slugs=convergence-encyclopedia-c13","graph_yield":"https://miscsubjects.com/api/graph?slugs=convergence-encyclopedia-c13&layer=yield","obsidian_vault":"https://miscsubjects.com/api/articles/obsidian-vault?slugs=convergence-encyclopedia-c13","graph_query":"https://miscsubjects.com/api/v1/query?from=convergence-encyclopedia-c13&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":"convergence-encyclopedia-c13|your question","router_tag":"[ARTICLE_ASK]convergence-encyclopedia-c13|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 convergence-encyclopedia-c13|q:{node_id}|paste evidence","router_tag":"[ARTICLE_INGEST]convergence-encyclopedia-c13|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 convergence-encyclopedia-c13|tier|assertion — who claims it?","router_tag":"[ARTICLE_CLAIM]convergence-encyclopedia-c13|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":"convergence-encyclopedia-c13","url":"https://miscsubjects.com/a/convergence-encyclopedia-c13","bundle_url":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/bundle?format=markdown"}},"api_urls":{"bundle":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/bundle","bundle_markdown":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/bundle?format=markdown","topology":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/topology","voxels":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/voxels","constitution":"https://miscsubjects.com/api/articles/constitution","ontology":"https://miscsubjects.com/api/articles/ontology","question_graph":"https://miscsubjects.com/api/articles/convergence-encyclopedia-c13/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"}}