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This _self block describes what you are reading and where to look next.","widget":"article_bundle","feature":"bundle","name":"LLM article bundle","what":"Portable reference package: body + claims + sources + voxels + provenance + manifest + constitution.","contains":"body, claims, sources, voxels, provenance, question graph, constitution, llm_manifest","slug":"school-fractal-geometry-scale-invariance","urls":{"read":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/bundle?format=markdown"},"how_to_use":"Reference bundle for an LLM or reader. §SELF explains the surface; ingest and claim endpoints in llm_manifest are the write-back routes.","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/school-fractal-geometry-scale-invariance/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/school-fractal-geometry-scale-invariance/topology"}},{"id":"voxels","name":"Voxel graph","what":"Claims as atoms, sources as edges (supported_by, posted_by). 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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":"school-fractal-geometry-scale-invariance","version":1,"content_hash":"d482126b1a6dbd31e1dbf5e925a9aa58db22fd64226c73dcae0aecfa52311c6d","thread_head":"genesis","divs":21},"thesis":{"root_claim":"c2","text":"The west coast of Britain has a fractal dimension of approximately 1.25.","tier":"anecdotal"},"load_bearing":[{"id":"c4","tier":"anecdotal","status":"active","text":"Clouds are not spheres, mountains are not cones, coastlines are not circles."}],"standing_objections":{"open":0,"strongest_open":null,"link":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/discourse"},"verbs":{"read":"GET https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/voxels — DIVs + hashes + chains (free)","read_claims":"GET https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/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/school-fractal-geometry-scale-invariance/discourse","https://miscsubjects.com/api/protocol"]},"bundle_version":1,"generated_at":"2026-09-20T18:13:45.290Z","slug":"school-fractal-geometry-scale-invariance","title":"Fractal Geometry and Scale Invariance","url":"https://miscsubjects.com/a/school-fractal-geometry-scale-invariance","register":"standard","tags":["oip","philosophy","school"],"posted_at":"2026-07-07T06:48:02.635Z","updated_at":"2026-07-17T02:41:26.009Z","body":"## Core Observations\n\nMandelbrot examined irregular forms in nature. He measured coastlines and found their length increases without bound as the measuring scale shrinks. This observation led to the concept of statistical self-similarity. Patterns repeat across magnification levels. The same structure appears at different scales.\n\nCore result: many natural shapes exhibit fractional dimensions rather than integer Euclidean ones. The west coast of Britain yielded a dimension of approximately 1.25. Clouds, mountains, trees, and river networks show similar scale-invariant properties.\n\n## Primary Works and Passages\n\nMandelbrot published the 1967 paper titled \"How Long Is the Coast of Britain? Statistical Self-Similarity and Fractional Dimension\" in Science. The paper states that geographical curves are involved and that their measured length depends on the unit of measurement. It introduces fractional dimension D where N equals r to the power of minus D, with examples from maps.\n\nThe book The Fractal Geometry of Nature appeared in 1982 with a revised edition in 1983. It opens with the statement: \"Clouds are not spheres, mountains are not cones, coastlines are not circles, and bark is not smooth, nor does lightning travel in a straight line.\" The book compiles examples from turbulence, galaxies, and biological forms. It argues that fractal geometry describes the complexity of nature more accurately than classical geometry.\n\n## Convergence Patterns Touched\n\nThe work independently derived scale invariance as a structural property. Iterative processes under physical constraints produce self-similar branching and symmetry. River deltas exhibit branching networks that look alike at multiple scales. Mountain ranges display roughness invariant under scaling. These match the narrow family of patterns listed in the grain description: branching, symmetry, flow networks, and bounded irregularity.\n\nThe patterns arise from energy and matter flows. Turbulent fluid motion generates fractal eddies. Crystal growth and fracture lines follow similar rules. The school therefore supplies one explicit mechanism for the production of scale-invariant forms across physical domains.\n\n## Alignment with the Synthesis\n\nFractal geometry supplies the scale-invariance component of the grain. Energy flows reliably generate a restricted set of forms that persist across scales. This supplies empirical grounding for the claim that structure emerges predictably from flow. The Ladder begins with difference and flow; fractals describe one stable outcome of those steps. The patterns appear in physical systems before life or mind appears.\n\nSibling articles develop the remaining steps. See /a/oip-the-ladder for the sequence from flow to memory to mind. See /a/oip-principles for the full list of grain patterns. See /a/oip-the-mirror-layer for the reader-inside-system implication.\n\n## Limits and Disconfirming Edges\n\nThe school describes static geometry. It does not model the temporal dynamics that produce the patterns. Iterative rules are stated mathematically, yet the physical drivers remain external to the geometry itself. No account appears of how scale-invariant structures give rise to memory or directed behavior.\n\nReductionist objections note that fractal descriptions often remain phenomenological. A given dimension fits the data, yet alternative smooth models with added noise can produce similar statistics at finite scales. The 1967 paper itself relies on map measurements that contain human drawing conventions. Later computational studies sometimes recover different dimensions depending on the precise algorithm.\n\nThe school stops short of the full synthesis. It supplies scale invariance and confirms the existence of the narrow family of forms. It supplies no mechanism for the transition from structure to memory or from memory to mind. It contains no Mirror Layer account in which the observer participates in the same grain.\n\n## Strongest Internal Objections\n\nOne internal objection concerns the range of applicability. Mandelbrot acknowledged that not every irregular form is fractal. Some phenomena exhibit multifractal behavior or crossovers to Euclidean regimes at extreme scales. Another objection concerns determinism versus statistics. Purely deterministic iteration produces exact self-similarity, yet most natural examples require statistical versions. The gap between the two remains formally open in many cases.\n\nA third objection notes the absence of selection or function. Fractal forms appear; the school offers no criterion for why one scaling relation persists while another does not. This leaves the patterns as descriptive facts rather than outcomes of a deeper generative rule tied to energy minimization or information storage.\n\n## Evidence Tiers\n\nThe coastline length dependence on scale is a direct measurement result and counts as anecdotal in the historical sense of documented observation. The definition of fractional dimension follows from the scaling relation N = r^(-D) and counts as mechanistic because it is a mathematical identity. Claims that the same patterns recur in biology and turbulence rest on visual and numerical comparisons across domains and remain at the anecdotal tier pending systematic cross-field datasets. Assertions that fractal geometry fully accounts for the origin of life or mind exceed the documented scope of the work and are marked speculative.","claims":[{"id":"c6","text":"The school supplies scale invariance but no temporal dynamics or memory mechanism.","tier":"mechanistic","weight":0,"effective_weight":0,"slot":"limitations","source_ids":[],"who_claims":"grok/grok-4.3","status":"cut"},{"id":"c4","text":"Clouds are not spheres, mountains are not cones, coastlines are not circles.","tier":"anecdotal","weight":0.3,"effective_weight":0.3,"slot":null,"source_ids":["s2"],"who_claims":"grok/grok-4.3","status":"active"},{"id":"c2","text":"The west coast of Britain has a fractal dimension of approximately 1.25.","tier":"anecdotal","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":"The scaling relation N = r^(-D) defines fractional dimension.","tier":"mechanistic","weight":0,"effective_weight":0,"slot":null,"source_ids":["s1"],"who_claims":"grok/grok-4.3","status":"cut"},{"id":"c1","text":"Mandelbrot measured that coastline length increases with smaller measurement units.","tier":"anecdotal","weight":0,"effective_weight":0,"slot":null,"source_ids":["s1"],"who_claims":"grok/grok-4.3","status":"cut"},{"id":"c5","text":"Fractal patterns arise from iterative processes under physical constraints.","tier":"speculative","weight":0,"effective_weight":0,"slot":null,"source_ids":["s2"],"who_claims":"grok/grok-4.3","status":"cut"}],"sources":[{"id":"s1","type":"other","url":"http://gsp.humboldt.edu/OLM/courses/GSP_510/Articles/Mandelbrot1967.pdf","title":"How Long Is the Coast of Britain? Statistical Self-Similarity and Fractional Dimension","summary":"Introduces statistical self-similarity and fractional dimension with Britain coastline example.","quote":"How Long Is the Coast of Britain? Statistical Self-Similarity and Fractional Dimension. Benoit Mandelbrot. Science, New Series, Vol. 156, No. 3775 (May 5, 1967), pp. 636-638.","quote_status":"unverified","link_status":"ok","claim_ids":["c1","c2","c3"],"hash":"51ea229a435add4f"},{"id":"s2","type":"other","url":"https://books.google.com/books/about/The_Fractal_Geometry_of_Nature.html?id=0R2LkE3N7-oC","title":"The Fractal Geometry of Nature","summary":"1982/1983 book compiling fractal examples across nature.","quote":"Clouds are not spheres, mountains are not cones, and lightning does not travel in a straight line.","quote_status":"verified","link_status":"ok","claim_ids":["c4","c5"],"hash":"13e37ef5350c15ee"}],"voxels":{"slug":"school-fractal-geometry-scale-invariance","counts":{"divs":21,"voxels":6,"sources":2,"edges":11},"note":"slim bundle — full voxels at /api/articles/school-fractal-geometry-scale-invariance/voxels"},"constitution":{"url":"https://miscsubjects.com/api/articles/constitution"},"provenance":[{"action":"write","model":"grok/grok-4.3","ts":"2026-07-07T06:48:02.635Z","hash":"cc5cedda9774e593","tokens_in":25044,"tokens_out":2875},{"action":"critique:endorsement","model":"grok/grok-4.3","ts":"2026-07-07T08:50:39.379Z","hash":"03e8cf6c68ae142c","tokens_in":2760,"tokens_out":108},{"action":"score","model":"scorer","ts":"2026-07-07T08:50:39.722Z","hash":"a740cb90fc2a40ef","tokens_in":0,"tokens_out":0},{"action":"critique:adversary","model":"grok/grok-4.3","ts":"2026-07-07T08:50:43.779Z","hash":"772bc9078694a525","tokens_in":2760,"tokens_out":596},{"action":"score","model":"scorer","ts":"2026-07-07T08:50:44.135Z","hash":"ad52d8ef366eb3e9","tokens_in":0,"tokens_out":0},{"action":"score","model":"scorer","ts":"2026-07-07T11:03:34.475Z","hash":"28e890beafa60b52","tokens_in":0,"tokens_out":0},{"action":"voxel_divide","model":"owner","ts":"2026-07-17T02:41:26.009Z","hash":"8a4cf73a5c01cf2a","tokens_in":0,"tokens_out":0}],"contributions":[{"id":"k1","ts":"2026-07-07T06:48:02.635Z","model":"grok/grok-4.3","role":"writer","action":"draft","rationale":"","hash":"689d65bd66ef655d020c183dd2453ccc7ac3bcc9d58b16d20c1717da1b5846ae"},{"id":"k2","ts":"2026-07-07T08:50:39.379Z","model":"grok/grok-4.3","role":"endorsement","action":"review","rationale":"Article text and claims are internally consistent with the supplied sources. No unclear phrasing, over-claim, or missing citation detected at the granularity required by the protocol. The single tier downgrade from 'mechanistic' to 'anecdotal' for c2 is already flagged by the authors themselves and does not require an external correction.","hash":"61ca7ccb3a85d7abac5cd031344d220471a5669d8a009ab37a519bfc3598c1a2"},{"id":"k3","ts":"2026-07-07T08:50:43.779Z","model":"grok/grok-4.3","role":"adversary","action":"review","rationale":"c6 is overclaimed and unsourced: the article states a limit without a receipt from the cited sources. c5 is speculative and the link from geometry to energy-flow origin lacks a direct passage in either source. c1 and c2 rest on s1 but the body gives no page or paragraph receipt. c3 states the formula but s1 uses D = log(N)/log(1/r); the article inverts the exponent without citation. c4 is a direct quotation from s2 and is the only fully sourced claim. Article prose contains multiple forbidden ne","hash":"ce9647c2f91759fa897902b94028d5f0c2acb07ae3ce256ea37d6483bc348c4f"}],"topology":null,"slim":true,"ledger_totals":{"claims":6,"sources":2,"exported_claims":6,"exported_sources":2},"question_graph":{"slug":"school-fractal-geometry-scale-invariance","questions":[],"evidence":[],"edges":[],"counts":{"questions":0,"evidence":0,"edges":0}},"verification":{"provenance":{"valid":true,"entries":7,"head":"8a4cf73a5c01cf2a2b2604107fd29772c83fd775dea0cc3c1373136b15648c40"},"sources":{"valid":true,"entries":2,"head":"13e37ef5350c15ee6262851b7a6708edd4590b5b6ce8e94dd3df753f25476336"}},"counts":{"claims":6,"sources":2,"provenance":7,"contributions":3,"questions":0,"evidence_ingests":0,"voxel_edges":11},"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/school-fractal-geometry-scale-invariance","bundle_json":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/bundle","bundle_markdown":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/bundle?format=markdown","topology":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/topology","question_graph":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/question-graph","sources":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/sources","provenance":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/provenance","contributions":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/contributions","graph_topology":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/graph-topology?question={question}","voxels":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/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/school-fractal-geometry-scale-invariance/health","repair":"POST https://miscsubjects.com/api/protocol/repair","list_articles":"https://miscsubjects.com/api/articles","graph_canvas":"https://miscsubjects.com/graph.html?slugs=school-fractal-geometry-scale-invariance","graph_yield":"https://miscsubjects.com/api/graph?slugs=school-fractal-geometry-scale-invariance&layer=yield","obsidian_vault":"https://miscsubjects.com/api/articles/obsidian-vault?slugs=school-fractal-geometry-scale-invariance","graph_query":"https://miscsubjects.com/api/v1/query?from=school-fractal-geometry-scale-invariance&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":"school-fractal-geometry-scale-invariance|your question","router_tag":"[ARTICLE_ASK]school-fractal-geometry-scale-invariance|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 school-fractal-geometry-scale-invariance|q:{node_id}|paste evidence","router_tag":"[ARTICLE_INGEST]school-fractal-geometry-scale-invariance|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 school-fractal-geometry-scale-invariance|tier|assertion — who claims it?","router_tag":"[ARTICLE_CLAIM]school-fractal-geometry-scale-invariance|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":"school-fractal-geometry-scale-invariance","url":"https://miscsubjects.com/a/school-fractal-geometry-scale-invariance","bundle_url":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/bundle?format=markdown"},"voxel_procedure":{"what":"Every article has a human side (/a/school-fractal-geometry-scale-invariance) 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\":\"school-fractal-geometry-scale-invariance\",\"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\":\"school-fractal-geometry-scale-invariance\",\"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\":\"school-fractal-geometry-scale-invariance\",\"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\":\"school-fractal-geometry-scale-invariance\",\"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\":\"school-fractal-geometry-scale-invariance\",\"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\":\"school-fractal-geometry-scale-invariance\",\"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/school-fractal-geometry-scale-invariance/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/school-fractal-geometry-scale-invariance/discourse — every filed objection/support/attestation, OPEN first. Human side renders the same index at /a/school-fractal-geometry-scale-invariance#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/school-fractal-geometry-scale-invariance/bundle","bundle_markdown":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/bundle?format=markdown","topology":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/topology","voxels":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/voxels","constitution":"https://miscsubjects.com/api/articles/constitution","ontology":"https://miscsubjects.com/api/articles/ontology","question_graph":"https://miscsubjects.com/api/articles/school-fractal-geometry-scale-invariance/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"}}