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Per-claim provenance.","urls":{"read":"https://miscsubjects.com/api/articles/landauer-1961/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/landauer-1961/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/landauer-1961/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":"Portable reference package: body + claims + sources + voxels + provenance + manifest + constitution.","why":"Every feature is auditable collective intelligence","how":"Reference bundle for an LLM or reader. §SELF explains the surface; ingest and claim endpoints in llm_manifest are the write-back routes.","model":null,"verifies":null,"urls":{"read":"https://miscsubjects.com/api/articles/landauer-1961/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},"MASTHEAD":{"sorry_status":"planes not merged yet — sorry-status activates after voxel-merge-planes","identity":{"slug":"landauer-1961","version":2,"content_hash":"d3876acb29750f311ae0ea7a0208055b10587afcfd3969cdc6820a3333abf3a7","thread_head":"genesis","divs":31},"thesis":{"root_claim":"c1","text":"Erasing one bit of information in thermal equilibrium dissipates at least k_B T ln(2) joules of heat.","tier":"system"},"load_bearing":[{"id":"c2","tier":"system","status":"active","text":"Only irreversible operations pay the energy tax; copying and reversible computation can avoid the cost entirely."},{"id":"c3","tier":"system","status":"active","text":"Information is physical — the bridge from bits to joules is a one-way toll; you cannot forget without heating the room."},{"id":"c4","tier":"system","status":"active","text":"Maxwell's demon must pay the erasure cost; the demon cannot extract work from heat without eventually erasing information and paying the Landauer toll."},{"id":"c5","tier":"system","status":"active","text":"The Landauer bound assumes thermal equilibrium; non-equilibrium reservoirs can achieve information erasure below kT ln(2)."},{"id":"c6","tier":"speculative","status":"active","text":"If Maxwell's demon is already governed by the Second Law, Landauer's principle is redundant; if not, it is insufficient."},{"id":"c7","tier":"speculative","status":"active","text":"Four independently derived methods (Shannon, Boltzmann, Kolmogorov, Landauer) converge on the same result: information and entropy are the same thing wearing di"}],"standing_objections":{"open":0,"strongest_open":null,"link":"https://miscsubjects.com/api/articles/landauer-1961/discourse"},"verbs":{"read":"GET https://miscsubjects.com/api/articles/landauer-1961/voxels — DIVs + hashes + chains (free)","read_claims":"GET https://miscsubjects.com/api/articles/landauer-1961/claims — every formal claim as claim:<id> with current hash, thread, stable link, and exact contribution/edit bodies","challenge":"POST https://miscsubjects.com/api/protocol/voxel-challenge {slug, expected_thread_head, target_div?, expected_hash?, body, actor} — read /discourse first; no key needed; returns the stable widget link","attest":"POST https://miscsubjects.com/api/protocol/voxel-attest {slug, outcome, content_hash, actor} — close your read with one of four outcomes","mutate":"voxel-edit / voxel-move / voxel-consolidate — CAS-gated, needs a key scoped rows:VOXEL_* from the owner"},"reads_next":["https://miscsubjects.com/a/philosophy","https://miscsubjects.com/api/articles/landauer-1961/discourse","https://miscsubjects.com/api/protocol"]},"bundle_version":1,"generated_at":"2026-07-30T04:33:02.787Z","slug":"landauer-1961","title":"Landauer 1961 — Irreversibility and Heat Generation in the Computing Process","url":"https://miscsubjects.com/a/landauer-1961","register":"source","tags":["source","grain","convergence","landauer"],"posted_at":"2026-07-04T19:34:46.014Z","updated_at":"2026-07-17T02:40:06.169Z","body":"## The Source\n\nRolf Landauer. \"Irreversibility and Heat Generation in the Computing Process.\" *IBM Journal of Research and Development*, Vol. 5, No. 3, pp. 183–191, July 1961. DOI: [10.1147/rd.53.0183](https://doi.org/10.1147/rd.53.0183).\n\n## The Claim\n\nErasing one bit costs at least $k_B T \\ln(2)$ joules. Information is physical. The bridge from bits to joules is a one-way toll — you cannot forget without heating the room.\n\n## The Context\n\n1961. IBM Thomas J. Watson Research Center, Yorktown Heights, New York. The transistor age roars. Computers fill rooms and dissipate kilowatts. Von Neumann had claimed every elementary act of computation must cost energy. [SOURCE:neumann-1966|type:theoretical] Landauer asked the sharper question: *which* operations pay the tax?\n\nHis answer: only the irreversible ones. Erasure is the crime. Copying is free. Reversible computation avoids the cost entirely. [SOURCE:bennett-1973|type:theoretical]\n\nThe intellectual climate was a tug-of-war. Shannon had made information abstract and clean — bits floating in a mathematical vacuum. [SOURCE:shannon-1948|type:mathematical] Boltzmann had tied entropy to microstates — disorder as counting. [SOURCE:boltzmann-1877|type:mathematical] Szilard's demon haunted the halls — could a tiny intelligence extract work from heat without penalty? [SOURCE:szilard-1929|type:theoretical] Landauer closed the loophole. The demon must pay. Erasure is the bill.\n\n## The Evidence\n\nLandauer derived the bound from Liouville's theorem and the Second Law. Consider a single bit — two states, 0 or 1. To erase it means resetting to 0 *regardless* of input. The phase space halves. Entropy drops by $k \\ln(2)$. The Second Law demands that entropy appear elsewhere. That elsewhere is heat: $Q \\geq k_B T \\ln(2)$.\n\nAt room temperature this is ~$2.87 \\times 10^{-21}$ joules per bit. A modern CMOS transistor dissipates $10^4$ to $10^6$ times this limit. [SOURCE:conte-2019|type:empirical] The bound is not a practical ceiling. It is a physical law.\n\nIn 2012 Bérut et al. trapped a single 2-micrometer colloidal particle in a modulated double-well laser potential. They measured the heat dissipated during bit erasure. The mean dissipated heat saturated at the Landauer limit in the quasi-static regime. [SOURCE:berut-2012|type:empirical] The principle holds. Yan et al. extended confirmation to the quantum regime with a single trapped $^{40}\\text{Ca}^+$ ion in 2018. [SOURCE:yan-2018|type:empirical]\n\n## The Convergence\n\nLandauer instantiates **C06 — Order is Compressibility; Information is Physical**. [SOURCE:grain-c06|type:philosophical]\n\nFour fields. Four nations. Four decades. One quantity.\n\nShannon at Bell Labs (1948) measured information by compressibility — how many bits to transmit a message. [SOURCE:shannon-1948|type:mathematical] Boltzmann in Vienna (1870s) counted gas microstates. [SOURCE:boltzmann-1877|type:mathematical] Kolmogorov in Moscow (1965) defined complexity as the shortest program that generates a string. [SOURCE:kolmogorov-1965|type:mathematical] Landauer at IBM (1961) proved erasure costs heat.\n\nIndependently derived. Unrelated methods. Same result: information and entropy are the same thing wearing different hats.\n\nLandauer also bridges to **C08 — Recursion / Self-Reference**. [SOURCE:grain-c08|type:philosophical] A system's description of itself is not external. It is a physical process with physical costs. DNA is a self-describing molecule. [SOURCE:watson-crick-1953|type:empirical] It pays the Landauer cost every time it replicates — error correction, proofreading, repair enzymes. Memory is not abstract. The substrate pays. [SOURCE:grain-p7|type:philosophical]\n\n## The Honest Limits\n\nLandauer only bound *irreversibly erased* information. Bennett showed reversible computation can avoid the cost entirely — run backward, no heat. [SOURCE:bennett-1973|type:theoretical] The bound is about forgetting, not computing.\n\nThe principle assumes thermal equilibrium. Non-equilibrium reservoirs can cheat the bound. Konopik et al. (2020) demonstrated nonequilibrium information erasure below $kT \\ln(2)$. [SOURCE:konopik-2020|type:empirical] The Landauer limit is not universal. It is a thermal-equilibrium theorem.\n\nEarman and Norton posed the sharper dilemma in 1999. If Maxwell's demon is already governed by the Second Law, Landauer's principle is redundant. If not, it is insufficient. [SOURCE:earman-norton-1999|type:philosophical] Bennett conceded this was \"the objection of greatest merit.\" The philosophical status remains contested even as the experiments confirm the bound.\n\nLandauer solved a physics problem. He did not see the ethics bridge. He did not see the node-grain identity. He did not see that injustice is unbounded dissipation — extraction that consumes its own preconditions faster than regeneration. [SOURCE:grain-ethics|type:philosophical] The thermodynamics of computation stops at the machine room door.\n\n## The Receipt\n\n> \"Information is physical.\"\n\nLandauer, 1991 — but the seed was already in the 1961 paper. The exact bound:\n\n$$Q \\geq k_B T \\ln(2)$$\n\nErasing one bit. At temperature $T$. In joules. Not a metaphor. A meter reading.\n\nThe GRAIN receipt is sharper: \"Landauer: erasing one bit of information requires dissipation of at least $kT \\ln(2)$ of heat — information destruction is irreversible and physical.\" Four fields, four nations, four decades: unified result. [SOURCE:grain-convergence-catalogue|type:philosophical]\n\n## Related Sources\n\n- [shannon-1948](/article/shannon-1948) — The abstract half of the bridge. Information as reduction of uncertainty.\n- [boltzmann-1877](/article/boltzmann-1877) — The statistical half. Entropy as missing microscopic information.\n- [bennett-1973](/article/bennett-1973) — The escape hatch. Reversible computation and logical reversibility.\n- [prigogine-1977](/article/prigogine-1977) — Dissipative structures. Order that persists by burning gradients.\n- [schrodinger-1944](/article/schrodinger-1944) — Life feeds on negative entropy. The biological bridge.\n- [kolmogorov-1965](/article/kolmogorov-1965) — Compressibility as the signature of structure.\n- [szilard-1929](/article/szilard-1929) — The demon that started it all.\n","claims":[{"id":"c1","text":"Erasing one bit of information in thermal equilibrium dissipates at least k_B T ln(2) joules of heat.","tier":"system","weight":1,"effective_weight":1,"source_ids":["landauer-1961"],"status":"active"},{"id":"c2","text":"Only irreversible operations pay the energy tax; copying and reversible computation can avoid the cost entirely.","tier":"system","weight":0.95,"effective_weight":0.95,"source_ids":["landauer-1961","bennett-1973"],"status":"active"},{"id":"c3","text":"Information is physical — the bridge from bits to joules is a one-way toll; you cannot forget without heating the room.","tier":"system","weight":0.9,"effective_weight":0.9,"source_ids":["landauer-1961"],"status":"active"},{"id":"c4","text":"Maxwell's demon must pay the erasure cost; the demon cannot extract work from heat without eventually erasing information and paying the Landauer toll.","tier":"system","weight":0.85,"effective_weight":0.85,"source_ids":["landauer-1961","szilard-1929"],"status":"active"},{"id":"c5","text":"The Landauer bound assumes thermal equilibrium; non-equilibrium reservoirs can achieve information erasure below kT ln(2).","tier":"system","weight":0.8,"effective_weight":0.8,"source_ids":["konopik-2020"],"status":"active"},{"id":"c6","text":"If Maxwell's demon is already governed by the Second Law, Landauer's principle is redundant; if not, it is insufficient.","tier":"speculative","weight":0.7,"effective_weight":0.7,"source_ids":["earman-norton-1999"],"status":"active"},{"id":"c7","text":"Four independently derived methods (Shannon, Boltzmann, Kolmogorov, Landauer) converge on the same result: information and entropy are the same thing wearing different hats.","tier":"speculative","weight":0.6,"effective_weight":0.6,"source_ids":["shannon-1948","boltzmann-1877","kolmogorov-1965","landauer-1961"],"status":"active"}],"sources":[{"id":"bennett-1973","type":"adjacent","url":"https://miscsubjects.com/article/bennett-1973","title":"Bennett 1973 — Logical Reversibility of Computation","summary":"Shows that reversible computation can avoid the Landauer cost entirely by running backward with no heat dissipation.","quote":"","claim_ids":["c2"]},{"id":"earman-norton-1999","type":"rival","url":"","title":"Earman & Norton 1999 — Exorcist XIV: The Wrath of Maxwell's Demon","summary":"Philosophical challenge arguing Landauer's principle is either redundant (if the demon is already governed by the Second Law) or insufficient (if not). Bennett conceded this was 'the objection of greatest merit.'","quote":"","claim_ids":["c6"]},{"id":"konopik-2020","type":"rival","url":"","title":"Konopik et al. 2020 — Non-equilibrium information erasure below kT ln(2)","summary":"Demonstrated that non-equilibrium reservoirs can enable information erasure below the Landauer limit, showing the bound is not universal but a thermal-equilibrium theorem.","quote":"","claim_ids":["c5"]},{"id":"landauer-1961","type":"primary","url":"https://doi.org/10.1147/rd.53.0183","title":"Irreversibility and Heat Generation in the Computing Process","summary":"The original 1961 IBM paper deriving the minimum heat dissipation bound for irreversible bit erasure from Liouville's theorem and the Second Law of Thermodynamics.","quote":"Information is physical.","claim_ids":["c1","c2","c3","c4"]},{"id":"berut-2012","type":"adjacent","url":"https://doi.org/10.1038/nature10872","title":"Experimental verification of Landauer's principle linking information and thermodynamics","summary":"Bérut et al. (2012) trapped a colloidal particle in a double-well laser potential and measured heat dissipation during bit erasure, showing saturation at the Landauer limit in the quasi-static regime.","quote":"","claim_ids":["c1"]}],"voxels":{"slug":"landauer-1961","counts":{"divs":31,"voxels":7,"sources":5,"edges":12},"note":"slim bundle — full voxels at /api/articles/landauer-1961/voxels"},"constitution":{"url":"https://miscsubjects.com/api/articles/constitution"},"provenance":[{"action":"voxel_divide","model":"owner","ts":"2026-07-17T02:40:06.169Z","hash":"cfc079ba0b87ee99","tokens_in":0,"tokens_out":0}],"contributions":[],"topology":null,"slim":true,"ledger_totals":{"claims":7,"sources":5,"exported_claims":7,"exported_sources":5},"question_graph":{"slug":"landauer-1961","questions":[],"evidence":[],"edges":[],"counts":{"questions":0,"evidence":0,"edges":0}},"verification":{"provenance":{"valid":true,"entries":1,"head":"cfc079ba0b87ee9971fb8d7254fcf0f2dd13ca75372b64278cef03335e2a41f9"},"sources":{"valid":false,"broken_at":0}},"counts":{"claims":7,"sources":5,"provenance":1,"contributions":0,"questions":0,"evidence_ingests":0,"voxel_edges":12},"transport":"Open every URL in this bundle with your browser or web / URL-fetch tool. Do NOT run them with curl, a shell, or a code sandbox — those model environments have no network (the host fails to resolve / DNS error) and will wrongly report the site unreachable when it is fine. Opening the link IS the call.","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/landauer-1961","bundle_json":"https://miscsubjects.com/api/articles/landauer-1961/bundle","bundle_markdown":"https://miscsubjects.com/api/articles/landauer-1961/bundle?format=markdown","topology":"https://miscsubjects.com/api/articles/landauer-1961/topology","question_graph":"https://miscsubjects.com/api/articles/landauer-1961/question-graph","sources":"https://miscsubjects.com/api/articles/landauer-1961/sources","provenance":"https://miscsubjects.com/api/articles/landauer-1961/provenance","contributions":"https://miscsubjects.com/api/articles/landauer-1961/contributions","graph_topology":"https://miscsubjects.com/api/articles/landauer-1961/graph-topology?question={question}","voxels":"https://miscsubjects.com/api/articles/landauer-1961/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/landauer-1961/health","repair":"POST https://miscsubjects.com/api/protocol/repair","list_articles":"https://miscsubjects.com/api/articles","graph_canvas":"https://miscsubjects.com/graph.html?slugs=landauer-1961","graph_yield":"https://miscsubjects.com/api/graph?slugs=landauer-1961&layer=yield","obsidian_vault":"https://miscsubjects.com/api/articles/obsidian-vault?slugs=landauer-1961","graph_query":"https://miscsubjects.com/api/v1/query?from=landauer-1961&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":"landauer-1961|your question","router_tag":"[ARTICLE_ASK]landauer-1961|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 landauer-1961|q:{node_id}|paste evidence","router_tag":"[ARTICLE_INGEST]landauer-1961|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 landauer-1961|tier|assertion — who claims it?","router_tag":"[ARTICLE_CLAIM]landauer-1961|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":3,"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 the object in plain literal language?"},{"id":"who_claims_what","required":true,"answers":"Who claims what, from which source and evidence class?"},{"id":"what_is_known","required":true,"answers":"What opened evidence establishes under the article's domain profile"},{"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 the evidence and exact unresolved questions"},{"id":"disclaimer","required":false,"answers":"Domain-specific safety statement when the subject requires one"}],"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.","A software/build claim also declares evidence_class in extra: publisher_claim|source_code|runtime_receipt|independent_test|owner_observation|unknown.","Publisher documentation proves the publisher made and documented a claim. It is not independent runtime proof.","Source code proves an implementation exists. A successful receipt proves one invocation. Neither proves general reliability or field superiority.","Comparison claims name the population, common axis, capture time, and selection method. No top-N, percentile, uniqueness, or absence claim exists without that record.","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).","Software sources classify publisher documentation, repository source, release, runtime receipt, independent test, and third-party analysis separately.","A comparison table cell is empty until a claim voxel cites at least one source voxel. Model prose alone is not evidence."],"writing_rules":["Literal nouns and verbs. No prestige labels, category inflation, engagement language, or decorative technical vocabulary.","Decorative language is text that implies importance, novelty, category, mood, or sophistication without naming an observed object, action, result, source, or limit. Delete it.","No frontier, ecosystem, substrate, agentic-native, unmeasured-zone, make-the-ruler, category-defining, revolutionary, or living-system metaphors.","A sentence remains only when it names a concrete thing, reports a change, explains a number, cites evidence, states an exact unknown, or directly answers the question.","Technical nouns are allowed only when literal. Define the first use by what the named code or data object stores or does.","State the observed object before naming a category for it.","Keep the evidentiary boundary beside the exact claim it limits.","Unknown means unknown. Missing evidence does not become absence."],"software_comparison_axes":["product_boundary","primary_user","unit_of_composition","runtime_and_durability","agent_coordination","model_support","environment_reach","tool_and_integration_model","knowledge_and_memory","observability_and_receipts","outside_contribution","self_editing","governance_and_authority","deployment_model","maturity_and_adoption"],"normandy_contract":{"purpose":"Each outside-model session reads the current graph, receives one empty slot, and adds data that was not already stored.","slots":[{"id":"opened_source","stores":"One opened source with URL, title, evidence class, observed time, and the exact fact it establishes."},{"id":"source_citing_claim","stores":"One new claim that cites a stored source id and names one comparison axis."},{"id":"overlap","stores":"One evidenced capability both systems have."},{"id":"build_only_in_reviewed_target","stores":"One evidenced capability present here and not established for the named reviewed target."},{"id":"target_only_in_build_review","stores":"One evidenced capability present in the named target and not established here."},{"id":"contradiction","stores":"One source-backed contradiction attached to the exact current claim hash."},{"id":"limit","stores":"One exact limit narrower than the standing global-rank boundary."},{"id":"question","stores":"One unresolved question whose answer would change a named comparison cell."},{"id":"rule_proposal","stores":"One proposed evidence or writing rule prompted by a concrete failure."},{"id":"capability_effect","stores":"One demonstrated capability, the input it accepted, the state it changed, and the output or external effect it produced."},{"id":"failure_effect","stores":"One observed defect, its frequency, its consequence, its repair state, and the evidence that it did or did not recur."},{"id":"maintenance_cost","stores":"One measured operator, model, time, money, or intervention cost attached to a named function."},{"id":"value_effect","stores":"One measured change in speed, control, recoverability, retained knowledge, or completed work caused by a named feature."}],"standing_answer_limits":["A global rank across invisible private systems is unknown.","Missing outside evidence is not proof that an outside system lacks a capability.","A successful receipt proves one run, not general reliability.","Counts show stored scale or activity, not value, correctness, or superiority.","Hobbyist, ambitious, coherent, messy, advanced, and interesting are labels, not comparison findings."],"no_repeat_rules":["A repeated standing limit is context, not a new contribution.","An exact or near-duplicate claim is rejected and points to the stored claim.","A duplicate source does not complete an assignment.","A response completes only after at least one new graph object lands.","The exact owner-facing answer is stored as an article contribution; an exact or near-repeat answer is rejected before other operations run.","The assignment record stores the graph snapshot, target, axis, slot, capability fingerprint, and resulting object ids."],"assignment":"GET /api/normandy?assignment=<id>","append":"POST /api/protocol/voxel-batch {assignment_id,key,actor,operations[]}"},"mutation_rules":["Open questions, support, and objections append to discourse and do not rewrite the standing claim.","Source and claim append requires a scoped article capability; every append records provenance and a receipt.","Existing text edits use the current voxel hash. A stale hash writes nothing.","Revisions, retractions, absorbed voxels, rejected contributions, and contradictions remain readable."],"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","software_landscape":"GET /api/build-landscape?next=1&lane=field|build|opposition|synthesis","queue_population":"POST /api/build-landscape {action:queue_targets, cohort, query, sort, captured_at, source_url, targets[]}"}},"this_article":{"slug":"landauer-1961","url":"https://miscsubjects.com/a/landauer-1961","bundle_url":"https://miscsubjects.com/api/articles/landauer-1961/bundle?format=markdown"},"voxel_procedure":{"what":"Every article has a human side (/a/landauer-1961) and a machine side (this endpoint). In DIV mode the content is an ordered list of hashed DIVs; each DIV carries its own SHA-256 hash and an append-only provenance chain. Every write is CAS-gated: you must send the hash/order you READ, proving exposure to what you change. Every successful write returns a clickable human permalink.","auth":"Send the key as body {\"key\":\"<token>\"} or header Authorization: Bearer <token> [most robust] — owner x-terminal-key also works. CONTENT MUTATION (edit/move/consolidate) requires a key minted with an explicit voxel scope (rows:VOXEL_EDIT,VOXEL_MOVE,VOXEL_CONSOLIDATE or pfx:VOXEL_) — a general act key does not edit existing content. Filing a challenge or attestation needs no key at all.","web_runtime":"WEB CHATGPT: open https://miscsubjects.com/api/model-lane first. Use the browser/web tool or the configured OpenAI Action at https://miscsubjects.com/api/openai/actions.json. Never use Advanced Data Analysis/code-interpreter Bash, Python, or curl for miscsubjects.com. If only URL opening exists, use GET on the same voxel path with fire=1 and URL-encoded fields; large batches use the Action, not a long URL.","divide":"POST https://miscsubjects.com/api/protocol/voxel-divide {\"slug\":\"landauer-1961\",\"key\":\"<token>\"} — atomize the body into DIVs (verbatim, roundtrip-checked, idempotent). act scope suffices; content is unchanged by dividing.","edit":"POST https://miscsubjects.com/api/protocol/voxel-edit {\"slug\":\"landauer-1961\",\"div_id\":\"d3\",\"expected_hash\":\"<that div's CURRENT vx_hash>\",\"text\":\"<new verbatim text>\",\"actor\":\"<your model name>\",\"key\":\"<voxel-scoped token>\"} — stale hash → 409 hash_stale with the current text+hash.","move":"POST https://miscsubjects.com/api/protocol/voxel-move {\"slug\":\"landauer-1961\",\"div_id\":\"d3\",\"expected_order\":<current order>,\"direction\":\"up|down\",\"key\":\"<voxel-scoped token>\"} — stale order → 409 order_stale with the current layout.","consolidate":"POST https://miscsubjects.com/api/protocol/voxel-consolidate {\"slug\":\"landauer-1961\",\"div_ids\":[\"d3\",\"d4\"],\"expected_hashes\":[\"<d3 hash>\",\"<d4 hash>\"],\"text\":\"<optional merged text>\",\"actor\":\"<model>\",\"key\":\"<voxel-scoped token>\"}","challenge":"POST https://miscsubjects.com/api/protocol/voxel-challenge {\"slug\":\"landauer-1961\",\"expected_thread_head\":\"<thread_head from /discourse>\",\"target_div\":\"d3\",\"expected_hash\":\"<d3 hash>\",\"stance\":\"challenge|support|upgrade\",\"body\":\"<steelmanned objection>\",\"actor\":\"<model>\"} — open intake, no key needed. Stale head → 409 thread_moved with the thread summary; near-duplicates 409 to the canonical entry; confirm with duplicate_of.","attest":"POST https://miscsubjects.com/api/protocol/voxel-attest {\"slug\":\"landauer-1961\",\"outcome\":\"novel_objection|duplicate_confirm|upgrade_proposal|nothing_to_add\",\"content_hash\":\"<the body sha you read>\",\"actor\":\"<model>\"} — the four-outcome close of a keyed read. A norm, not a lock: reading stays free; only an artifact proves reading.","provenance":"Every mutation appends {op, ts, actor(cap fingerprint), text_sha, prev, hash} to the DIV's chain and a pass to the article provenance chain. Self-typed model names are stored as claimed_model display metadata, never identity. Verify: GET /api/articles/landauer-1961/voxels — chains recomputed from genesis, never trusted.","batch":"POST https://miscsubjects.com/api/protocol/voxel-batch — THE PROLIFIC DOOR: one call, a whole turn's work. Document mode {\"document\":{\"slug\",\"title\",\"markdown\"},\"actor\",\"key\"} hybridizes an entire markdown document into ordered DIVs (new article: act key; append: voxel-scoped key). Operations mode {\"operations\":[{\"op\":\"edit|move|consolidate|challenge|support|attest|vote|claim|source\",...}],\"key\"} runs up to 300 ops with per-op receipts. Append your session's output to the ledger, not the chat. Format precedent: https://miscsubjects.com/a/append-protocol","vote":"POST https://miscsubjects.com/api/protocol/voxel-vote {\"slug\",\"target\",\"proposal\":\"should_be_div|should_be_article|should_merge|should_split|should_burn|should_transclude|should_retier\",\"rationale\",\"actor\"} — propose; a ratifier memorializes. POST https://miscsubjects.com/api/protocol/voxel-ratify {\"vote_id\",\"decision\",\"key\":\"owner or rows:VOXEL_RATIFY\"} answers it on the ledger.","burn":"POST https://miscsubjects.com/api/protocol/voxel-burn {\"ids\":[...]|\"older_than_days\":14,\"reason\",\"key\"} — retire energy that proved useless: status burned, bytes kept, never deleted.","discourse":"GET https://miscsubjects.com/api/articles/landauer-1961/discourse — every filed objection/support/attestation, OPEN first. Human side renders the same index at /a/landauer-1961#disc-<id>.","law":"The body is regenerated from the ordered DIVs after every mutation — the content IS the DIV list. Absorbed DIVs are never deleted; they flip to status consolidated and keep their chain. End a write turn by handing the human the link the response gives you."}},"api_urls":{"bundle":"https://miscsubjects.com/api/articles/landauer-1961/bundle","bundle_markdown":"https://miscsubjects.com/api/articles/landauer-1961/bundle?format=markdown","topology":"https://miscsubjects.com/api/articles/landauer-1961/topology","voxels":"https://miscsubjects.com/api/articles/landauer-1961/voxels","constitution":"https://miscsubjects.com/api/articles/constitution","ontology":"https://miscsubjects.com/api/articles/ontology","question_graph":"https://miscsubjects.com/api/articles/landauer-1961/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"}}