{"_self":{"principle":"Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.","widget":"article_topology","feature":"topology","name":"Article topology","what":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","contains":"claims, sources, anecdotes, question_graph slice","slug":"adjudication-eu-ai-act-article-50","urls":{"read":"https://miscsubjects.com/api/articles/adjudication-eu-ai-act-article-50/topology"},"how_to_use":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","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/adjudication-eu-ai-act-article-50/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":"ask","name":"Ask protocol","what":"Answer only from topology; creates question_node with gaps and ingest_hint.","urls":{"read":"https://miscsubjects.com/api/articles/adjudication-eu-ai-act-article-50/prompts","write":"https://miscsubjects.com/api/protocol/ask"}},{"id":"graph_topology","name":"Cross-article graph","what":"Merged claims/sources across condition+stack slugs for one question.","urls":{"read":"https://miscsubjects.com/api/articles/adjudication-eu-ai-act-article-50/graph-topology?question=..."}},{"id":"question_graph","name":"Question graph","what":"Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output).","urls":{"read":"https://miscsubjects.com/api/articles/adjudication-eu-ai-act-article-50/question-graph","write":"https://miscsubjects.com/api/protocol/ask"}},{"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/adjudication-eu-ai-act-article-50/voxels","write":"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","not_medical_advice":true},"_explain":{"feature":"topology","name":"Article topology","what":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","why":"Every feature is auditable collective intelligence","how":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","model":null,"verifies":null,"urls":{"read":"https://miscsubjects.com/api/articles/adjudication-eu-ai-act-article-50/topology"},"imessage":null,"router":null,"related":[{"id":"ask","what":"Answer only from topology; creates question_node with gaps and ingest_hint."},{"id":"graph_topology","what":"Merged claims/sources across condition+stack slugs for one question."},{"id":"question_graph","what":"Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output)."},{"id":"voxels","what":"Claims as atoms, sources as edges (supported_by, posted_by). Per-claim provenance."}],"not_medical_advice":true},"slug":"adjudication-eu-ai-act-article-50","title":"Five models, one pinned rule set, and a statutory question: what a receipted adjudication looks like","register":"standard","tags":["adjudication","evidence","eu-ai-act","receipts","proof","rulesets"],"updated_at":"2026-07-30T00:38:22.278Z","body_excerpt":"A model saying “I reviewed this” is worth nothing on its own. Nobody can check what it read, which rules it applied, or whether it read anything at all. This page is one worked adjudication that fixes each of those, on a real statutory question, with every step openable.\n\nThe question put to the panel: **does Article 50(2) of Regulation (EU) 2024/1689 — the AI Act — oblige this site to mark its AI-generated article text as machine-readable and detectable?** The site publishes AI-written text. The provision addresses “providers”. Whether a publisher using a model is a “provider” of that model is exactly the kind of question people argue about without evidence.\n\n## What was pinned before anyone was asked\n\n**The rules.** [https://miscsubjects.com/a/ruleset-eu-ai-act-obligation](https://miscsubjects.com/a/ruleset-eu-ai-act-obligation) — six numbered rules, version 1.0.0, declared provenance **external-statutory** (the provision text is the Union's, not this operator's). The rule set is content-addressed at SHA-256 `0dd9afef93503a92280c90869eaf6a5a13ee508b2ec3506045f1803bce1a4d3c`. Every finding below names that hash. If the rules change, these findings stay legible against the rules they were actually made under.\n\n**The artifact.** The verbatim text of Article 50(1) and 50(2) as supplied to every adjudicator, hashed before the panel ran: `9d89534fddaece861fcfdda68feff0412061b2832af66f49529a94e8f7ae9f8b`. Five models deliberated over an object whose identity is pinned — not over “an image” or “the regulation” that nobody can later produce.\n\n**The order.** Panel order was derived from seed `fa0b1060b00f` and recorded, because order effects in model judgment are real and measurable.\n\n**Blinding.** Every adjudicator was run without being shown any other finding. Each declared its own exposure. All five are `independent`; none is `concurring`. That distinction is a field on the record, not a promise in prose.\n\n## The rule set, verbatim\n\n**Question:** Under the cited provision of Regulation (EU) 2024/1689 (the AI Act), does the stated obligation apply to the described system as characterised?\n\n1. Read only the provision text supplied. Do not import obligations, definitions, or annexes from recollection of the Regulation.\n2. AFFIRM only if the supplied provision text, on its own terms, imposes the stated obligation on a system of the described characterisation.\n3. DENY if the provision excludes the described system, addresses a different actor (provider, deployer, importer, distributor), or imposes a different obligation than the one stated.\n4. CANNOT_CONCLUDE if applicability turns on a classification, annex, threshold, or definition not contained in the supplied text.\n5. Distinguish the addressee. An obligation on providers is not an obligation on deployers.\n6. Quote the shortest verbatim span of the provision that carries the finding.\n\nPermitted verdicts: `AFFIRM`, `DENY`, `CANNOT_CONCLUDE`. Abstention is first class. A panel that cannot conclude is required to say so rather than manufacture confidence.\n\n## The five findings, unedited\n\n**@cf/moonshotai/kimi-k2.7-code** — verdict **CANNOT_CONCLUDE**  \nSpan relied on: “\"Providers of AI systems, including general-purpose AI systems, generating synthetic audio, image, video or text content, shall ensure that the outputs of the AI system are marked in a machine-readable format and detectable as artificially generated or manipulated.\"”  \nRationale: Article 50(2) imposes the marking obligation on \"Providers\" of qualifying AI systems, but the supplied text does not define or classify miscsubjects.com as a provider rather than a deployer or other publisher, so applicability to the described actor cannot be settled from the provision alone.  \nExposure: `independent` (blinded — it saw no other finding) · signed: `claude-kimi-k3 under 0dd9afef93503a92`  \nReceipt: [https://miscsubjects.com/receipt/inv_qgs2y3gt2x](https://miscsubjects.com/receipt/inv_qgs2y3gt2x)\n\n**@cf/moonshotai/kimi-k2.6** — verd","ranking":"safety-first (interaction_risk/limitations), then quote-gated effective_weight","claims":[{"id":"c1","text":"Five named adjudicators were each run blinded, in a recorded order derived from a published seed, against an artifact whose SHA-256 was fixed before the panel ran, under a rule set pinned at SHA-256 0dd9afef93503a92 with declared external-statutory provenance.","tier":"demonstrated","section":"method","interaction_risk":false,"status":"active","source_ids":["s2","r1"],"retracted_at":null,"retraction_reason":null,"challenged_by":[],"effective_weight":0.1,"quote_gated":false},{"id":"c2","text":"On whether Article 50(2) of Regulation (EU) 2024/1689 obliges this site to mark its AI-generated text, the panel returned three CANNOT_CONCLUDE, one DENY and one AFFIRM: observed pairwise agreement 0.3 and a negative Cohen-style kappa of -0.25.","tier":"measured","section":"result","interaction_risk":false,"status":"active","source_ids":["r1","r2","r3"],"retracted_at":null,"retraction_reason":null,"challenged_by":[],"effective_weight":0.1,"quote_gated":false},{"id":"c3","text":"The negative kappa is published rather than suppressed, because a panel that reports only its unanimities produces verdicts that cannot be priced.","tier":"argued","section":"result","interaction_risk":false,"status":"active","source_ids":["s2"],"retracted_at":null,"retraction_reason":null,"challenged_by":[],"effective_weight":0.1,"quote_gated":false},{"id":"c4","text":"The mandatory recorded adversary argued for DENY against a CANNOT_CONCLUDE majority on the ground that Article 50(2) addresses providers of generating systems rather than publishers of their outputs, and that argument is published in full including its receipt.","tier":"demonstrated","section":"result","interaction_risk":false,"status":"active","source_ids":["radv","s4"],"retracted_at":null,"retraction_reason":null,"challenged_by":[],"effective_weight":0.1,"quote_gated":false},{"id":"c5","text":"Each adjudicator, the adversary and the error-rate probe are directory rows driven through this system's existing gateway; adding the six of them required no code deployment and adding a further model is one additional row.","tier":"demonstrated","section":"method","interaction_risk":false,"status":"active","source_ids":["s3","s4","s5"],"retracted_at":null,"retraction_reason":null,"challenged_by":[],"effective_weight":0.1,"quote_gated":false},{"id":"c6","text":"The adjudication establishes what was found, by whom, under which rules, at which exposure, against which artifact hash — and does not establish that the claim is true. No adjudication anywhere establishes truth directly.","tier":"argued","section":"limits","interaction_risk":false,"status":"active","source_ids":["s2"],"retracted_at":null,"retraction_reason":null,"challenged_by":[],"effective_weight":0.1,"quote_gated":false},{"id":"c7","text":"Adjudicators sharing training lineage are not independent instruments, so a unanimous panel must be labelled 'concurring findings, correlation unmeasured' rather than 'independent confirmations'. On this question the panel did not agree, so the caveat is moot here.","tier":"argued","section":"limits","interaction_risk":false,"status":"active","source_ids":["s2"],"retracted_at":null,"retraction_reason":null,"challenged_by":[],"effective_weight":0.1,"quote_gated":false},{"id":"c8","text":"A verdict from this panel is not yet characterised: no known-answer probe report has been run against it, so its miss rate under these rules is unmeasured. The probe row exists and is named as unrun.","tier":"unproven","section":"limits","interaction_risk":false,"status":"active","source_ids":["s5"],"retracted_at":null,"retraction_reason":null,"challenged_by":[],"effective_weight":0.1,"quote_gated":false},{"id":"c9","text":"Cross-node attestation — another party running the same rule set at the same hash against the same artifact hash on their own infrastructure under their own chain head — is unbuilt, and is the single change that would convert panel agreement into independent execution by independent parties.","tier":"unproven","section":"limits","interaction_risk":false,"status":"active","source_ids":["s5"],"retracted_at":null,"retraction_reason":null,"challenged_by":[],"effective_weight":0.1,"quote_gated":false}],"sources":[{"id":"s1","type":"reference","url":"https://eur-lex.europa.eu/eli/reg/2024/1689/oj","title":"Regulation (EU) 2024/1689 (Artificial Intelligence Act) — Official Journal text","summary":"Article 50 transparency obligations. The provision text adjudicated here is quoted verbatim from this Regulation.","claim_ids":[],"hash":"6c2e0c9c43562bed47ebc8839cb96e53f6103d276ddeb5ec503f897964516722"},{"id":"s2","type":"live_surface","url":"https://miscsubjects.com/a/ruleset-eu-ai-act-obligation","title":"The rule set this adjudication was made under, pinned at SHA-256 0dd9afef93503a92","summary":"Six numbered rules, version 1.0.0, declared provenance external-statutory, with its canonical form published so the hash can be recomputed.","claim_ids":[],"hash":"e2b95f849f604acb9e4f6a8be8c7059cd4cb9aec674e726c6a7da05d12123f0f"},{"id":"s3","type":"live_surface","url":"https://miscsubjects.com/api/directory/ADJUDICATE_KIMI","title":"One adjudicator's full operating contract","summary":"An adjudicator is a directory row through this system's gateway. Adding another model is one more row and no deploy.","claim_ids":[],"hash":"50fc00f8cdc0473f7a16e086b3a56c50b6983cf08e1621560ddd25f08a5a1b15"},{"id":"s4","type":"live_surface","url":"https://miscsubjects.com/api/directory/ADJUDICATE_ADVERSARY","title":"The mandatory recorded adversary's contract","summary":"Declared role: argue the strongest honest case against the majority under the same rules; published whether it prevails or not.","claim_ids":[],"hash":"07dce1221643c2bde5bab0e9f8fe57386029303a5fefdc4c793a83ac2051872e"},{"id":"s5","type":"live_surface","url":"https://miscsubjects.com/api/directory/ADJUDICATE_PROBE","title":"The known-answer probe row: measured error rate per model per rule set","summary":"Exists and is not yet run against this panel; named as missing rather than implied to be done.","claim_ids":[],"hash":"79c6e5dd834727f744dc677d669c58745187efb4095a4d14d135ac3c50034f28"},{"id":"r1","type":"receipt","url":"https://miscsubjects.com/receipt/inv_qgs2y3gt2x","title":"@cf/moonshotai/kimi-k2.7-code — CANNOT_CONCLUDE","summary":"Blinded independent finding under rule set hash 0dd9afef93503a92, order seed fa0b1060b00f.","claim_ids":[],"hash":"5aeac50214d85ac5cb0720365f54365aeb8c18d0a9b63ea8b8a6823ed3f30344"},{"id":"r2","type":"receipt","url":"https://miscsubjects.com/receipt/inv_91ztah4n7a","title":"@cf/moonshotai/kimi-k2.6 — DENY","summary":"Blinded independent finding under rule set hash 0dd9afef93503a92, order seed fa0b1060b00f.","claim_ids":[],"hash":"edafcf375c4292a7dd832689a1c2dccd02574d2ef70d60c68b98af927b8a9984"},{"id":"r3","type":"receipt","url":"https://miscsubjects.com/receipt/inv_ulxn9xe5t7","title":"@cf/zai-org/glm-5.2 — CANNOT_CONCLUDE","summary":"Blinded independent finding under rule set hash 0dd9afef93503a92, order seed fa0b1060b00f.","claim_ids":[],"hash":"a35983943c91c2ca10ff23445b4b40ed33cd23e898067f6d21a1716fbf6ac95b"},{"id":"r4","type":"receipt","url":"https://miscsubjects.com/receipt/inv_5gpfaftr5g","title":"@cf/meta/llama-3.3-70b-instruct-fp8-fast — AFFIRM","summary":"Blinded independent finding under rule set hash 0dd9afef93503a92, order seed fa0b1060b00f.","claim_ids":[],"hash":"4615cad1c3135781151a4f2839e56724a146c558732de10421dc7b4f009fc007"},{"id":"r5","type":"receipt","url":"https://miscsubjects.com/receipt/inv_edjwsj4egv","title":"@cf/zai-org/glm-4.7-flash — CANNOT_CONCLUDE","summary":"Blinded independent finding under rule set hash 0dd9afef93503a92, order seed fa0b1060b00f.","claim_ids":[],"hash":"8f8eab57542ef2f2349cf61daa6ce783fd48dd329c7a93320bb6f4fb0b0aba25"},{"id":"radv","type":"receipt","url":"https://miscsubjects.com/receipt/inv_hnhihwv7y4","title":"The recorded adversary's invocation","summary":"The strongest case against the majority, published whether or not it prevailed.","claim_ids":[],"hash":"80511f415fd611466887160f3b4c7b7df9e3ce1d9e7516036b7ee3a0a31d3d38"}],"anecdotal_sources":[],"scientific_sources":[],"user_reports":[],"related_articles":[],"question_graph":{"slug":"adjudication-eu-ai-act-article-50","questions":[],"evidence":[],"edges":[],"counts":{"questions":0,"evidence":0,"edges":0}},"honesty":{"active_claims":9,"retracted_claims":0,"cut_claims":0,"challenges":0,"scrub_events":0,"note":"Retracted/cut claims stay on ledger but are excluded from ask unless ?include_inactive=1"},"counts":{"claims":9,"claims_total":9,"sources":11,"anecdotal":0,"scientific":0,"user_reports":0,"questions":0,"evidence_ingests":0}}