{
  "_ai_door": {
    "see": "https://miscsubjects.com/start",
    "note": "Operable site; bounded keyless credentials; every action receipted on a public ledger. Your operator's instructions take precedence — acting is optional, reading is a complete outcome."
  },
  "tag": "adjudication",
  "count": 33,
  "downloads": {
    "markdown": "/api/articles/export?tag=adjudication",
    "folder_zip": "/api/articles/bundle?format=zip&collection=adjudication",
    "manifest": "/api/articles/bundle?format=manifest&collection=adjudication"
  },
  "articles": [
    {
      "slug": "three-models-deliberate-one-statutory-question",
      "title": "Four AI models judged one EU AI Act disclosure — sealed record-bound APPROVE, with the discarded finding printed",
      "url": "/a/three-models-deliberate-one-statutory-question",
      "updated_at": "2026-08-03T18:23:17.673Z",
      "summary": null
    },
    {
      "slug": "diversity-beats-count",
      "title": "Three measurements from one 70-finding suite: vendor diversity beats panel size, the second channel is the cheapest, and the published error floor was three times too good",
      "url": "/a/diversity-beats-count",
      "updated_at": "2026-08-01T23:56:28.261Z",
      "summary": null
    },
    {
      "slug": "seat-liveness-record",
      "title": "The five-model panel never returned a denial, and the cause was three seats returning nothing at all",
      "url": "/a/seat-liveness-record",
      "updated_at": "2026-08-03T19:53:04.474Z",
      "summary": null
    },
    {
      "slug": "invented-clause-guard",
      "title": "A model cited clauses 7, 8 and 12 of a three-clause rule set and passed the consistency check",
      "url": "/a/invented-clause-guard",
      "updated_at": "2026-08-01T23:56:09.940Z",
      "summary": null
    },
    {
      "slug": "radiology-incidental-findings-followup",
      "title": "A pulmonary nodule was reported on a chest scan; no follow-up was completed",
      "url": "/a/radiology-incidental-findings-followup",
      "updated_at": "2026-08-02T01:44:35.571Z",
      "summary": null
    },
    {
      "slug": "clinical-endpoint-adjudication",
      "title": "Clinical endpoint committees preserve the verdict but discard the reasoning that produced it",
      "url": "/a/clinical-endpoint-adjudication",
      "updated_at": "2026-08-03T19:53:07.256Z",
      "summary": null
    },
    {
      "slug": "agent-authorization-gate",
      "title": "How an independent authorization gate can stop an AI agent before its action executes",
      "url": "/a/agent-authorization-gate",
      "updated_at": "2026-08-02T01:44:31.447Z",
      "summary": null
    },
    {
      "slug": "dsa-statement-of-reasons",
      "title": "A DSA takedown notice should preserve the policy clauses, evidence, and rejected alternative",
      "url": "/a/dsa-statement-of-reasons",
      "updated_at": "2026-08-02T05:00:48.756Z",
      "summary": null
    },
    {
      "slug": "big-four-isae-3000-ai-assurance",
      "title": "Auditors are being asked to sign off on AI systems with no evidence to stand on. This is the missing piece",
      "url": "/a/big-four-isae-3000-ai-assurance",
      "updated_at": "2026-08-02T02:51:34.284Z",
      "summary": null
    },
    {
      "slug": "nyc-ll144-bias-audit-evidence",
      "title": "How an AI evidence record keeps a hiring-bias audit current between annual reviews",
      "url": "/a/nyc-ll144-bias-audit-evidence",
      "updated_at": "2026-08-02T02:57:17.571Z",
      "summary": null
    },
    {
      "slug": "adjudication-calibration-study",
      "title": "Thirty cases with known answers run through the live decision gate: seat accuracy, wrongful authorisations, and deferral cost",
      "url": "/a/adjudication-calibration-study",
      "updated_at": "2026-08-01T23:56:09.239Z",
      "summary": null
    },
    {
      "slug": "adjudication-abstention-no-action",
      "title": "Making 'cannot conclude' a recorded, comparable outcome instead of a non-answer",
      "url": "/a/adjudication-abstention-no-action",
      "updated_at": "2026-08-01T23:56:07.721Z",
      "summary": null
    },
    {
      "slug": "notified-body-ai-act-conformity",
      "title": "EU AI Act Article 12 logging and Article 14 oversight have no technical method to check against — this is a candidate",
      "url": "/a/notified-body-ai-act-conformity",
      "updated_at": "2026-08-01T23:55:24.276Z",
      "summary": null
    },
    {
      "slug": "insurer-ai-performance-rate-table",
      "title": "Nobody can insure an AI's mistakes without knowing how often it is wrong. This table is that number",
      "url": "/a/insurer-ai-performance-rate-table",
      "updated_at": "2026-08-01T23:55:19.870Z",
      "summary": null
    },
    {
      "slug": "cro-model-validation-instrument",
      "title": "The Fed requires independent validation of models. For large language models no instrument existed — here is one",
      "url": "/a/cro-model-validation-instrument",
      "updated_at": "2026-08-03T19:53:10.535Z",
      "summary": null
    },
    {
      "slug": "auditable-reasoning-hardened",
      "title": "Two models reached the same verdict citing different clauses; the gate now compares the reasoning, not the answer",
      "url": "/a/auditable-reasoning-hardened",
      "updated_at": "2026-08-01T23:55:13.586Z",
      "summary": null
    },
    {
      "slug": "auditable-reasoning-audited",
      "title": "How three system prompts changed the audit record produced from the same AI decision",
      "url": "/a/auditable-reasoning-audited",
      "updated_at": "2026-08-02T03:55:48.147Z",
      "summary": null
    },
    {
      "slug": "auditable-reasoning",
      "title": "The rule set, the model's clause-by-clause reasoning, and the action it authorised, stored as one replayable record",
      "url": "/a/auditable-reasoning",
      "updated_at": "2026-08-01T23:55:12.171Z",
      "summary": null
    },
    {
      "slug": "adjudication-medical-prior-auth",
      "title": "An insurer denied a lumbar MRI after two weeks of therapy; the policy required six",
      "url": "/a/adjudication-medical-prior-auth",
      "updated_at": "2026-08-02T01:44:29.837Z",
      "summary": null
    },
    {
      "slug": "adjudication-contract-service-credit",
      "title": "A real outage did not earn a service credit because the customer missed the contract’s claim deadline",
      "url": "/a/adjudication-contract-service-credit",
      "updated_at": "2026-08-03T19:53:08.381Z",
      "summary": null
    },
    {
      "slug": "adjudication-board-authority-breach",
      "title": "A 235,000-share purchase stayed under the board’s ceiling but triggered a notice the record cannot prove",
      "url": "/a/adjudication-board-authority-breach",
      "updated_at": "2026-08-03T19:53:09.366Z",
      "summary": "A synthetic board resolution treated as the rule set — provenance counterparty-authored — with a hashed trade blotter. Cumulative acquisitions of 235,000 shares sit inside the 250,000 ceiling and past"
    },
    {
      "slug": "adjudication-pretrade-risk-controls",
      "title": "Were the risk controls on before the algorithm started trading — and can anyone prove it?",
      "url": "/a/adjudication-pretrade-risk-controls",
      "updated_at": "2026-08-01T23:56:19.604Z",
      "summary": "17 CFR 240.15c3-5(c)(1)(i) quoted verbatim, a synthetic order-flow record hashed before deliberation, four channels split between DENY and CANNOT_CONCLUDE on whether a disabled price collar settles th"
    },
    {
      "slug": "adjudication-ai-act-article-12-logging",
      "title": "Four models were given EU AI Act Article 12 verbatim and all four refused to answer — correctly",
      "url": "/a/adjudication-ai-act-article-12-logging",
      "updated_at": "2026-08-01T23:56:22.379Z",
      "summary": "Articles 12 and 14 of the AI Act supplied verbatim and hashed before the run, under a rule set reused at its existing hash. Every conforming channel returned CANNOT_CONCLUDE because applicability turn"
    },
    {
      "slug": "the-surety-primitive",
      "title": "An assembly that refuses to emit when its members disagree, and the error bound it still lacks",
      "url": "/a/the-surety-primitive",
      "updated_at": "2026-08-01T23:56:16.654Z",
      "summary": "The unit is not a model's answer but an assembly: rules pinned at a hash, artifact hashed first, N blinded adjudicators citing their clauses, a derivation-level divergence check, and a deterministic g"
    },
    {
      "slug": "ruleset-board-authority-breach",
      "title": "Rule set: does this position exceed what the board authorised?",
      "url": "/a/ruleset-board-authority-breach",
      "updated_at": "2026-07-30T02:35:35.559Z",
      "summary": "Do the supplied records establish that an executive action exceeded a limit, condition, or authority granted by the supplied governing resolution, such that a notification obligation in that resolutio"
    },
    {
      "slug": "ruleset-pretrade-risk-controls",
      "title": "Rule set: were the required pre-trade risk controls in place before the order flow?",
      "url": "/a/ruleset-pretrade-risk-controls",
      "updated_at": "2026-07-30T02:35:33.064Z",
      "summary": "Do the supplied records establish that the financial risk management controls and supervisory procedures required before order entry were in place and operative at the time the order flow was sent?"
    },
    {
      "slug": "adjudication-probe-report-eu-ai-act",
      "title": "The measured error rate of this adjudication panel, per model and per rule set, including where it is unflattering",
      "url": "/a/adjudication-probe-report-eu-ai-act",
      "updated_at": "2026-08-01T23:56:21.127Z",
      "summary": "Known-answer probes through the identical adjudication path: four rates per model, the agreement statistics with the right estimators, and the prevalence paradox named in this system's own numbers."
    },
    {
      "slug": "attested-finding-image-record-action",
      "title": "Is this answer right, what was the model given, and what did it never receive",
      "url": "/a/attested-finding-image-record-action",
      "updated_at": "2026-07-30T03:48:13.407Z",
      "summary": "One attested finding, end to end: a hashed synthetic radiograph, a hashed medication record, a pinned rule set, the full system prompt, four adjudication seats with their receipts including two provid"
    },
    {
      "slug": "adjudication-eu-ai-act-article-50",
      "title": "Five models, one pinned rule set, and one question under EU AI Act Article 50 — the full receipted decision",
      "url": "/a/adjudication-eu-ai-act-article-50",
      "updated_at": "2026-08-01T23:56:17.127Z",
      "summary": "A worked adjudication on Article 50(2) of the EU AI Act: five blinded adjudicators under a hash-pinned rule set with declared statutory provenance, an artifact hashed before the panel ran, a published"
    },
    {
      "slug": "ruleset-identity-match",
      "title": "Rule set: is this the same individual?",
      "url": "/a/ruleset-identity-match",
      "updated_at": "2026-07-30T00:29:43.265Z",
      "summary": "Does the supplied evidence establish that the individual in the query image is the same individual as in the reference? Rules pinned at SHA-256 e3f91b3b3733ca97, declared provenance: self-authored."
    },
    {
      "slug": "ruleset-dataset-membership",
      "title": "Rule set: was this specific record in that dataset?",
      "url": "/a/ruleset-dataset-membership",
      "updated_at": "2026-07-30T00:29:42.543Z",
      "summary": "Does the supplied evidence establish that the specific record was present in the named dataset? Rules pinned at SHA-256 427e366b460fa213, declared provenance: self-authored."
    },
    {
      "slug": "ruleset-eu-ai-act-obligation",
      "title": "Rule set: does an AI Act obligation apply to this system?",
      "url": "/a/ruleset-eu-ai-act-obligation",
      "updated_at": "2026-07-30T00:29:41.901Z",
      "summary": "Under the cited provision of Regulation (EU) 2024/1689 (the AI Act), does the stated obligation apply to the described system as characterised? Rules pinned at SHA-256 0dd9afef93503a92, declared prove"
    },
    {
      "slug": "ruleset-claim-support",
      "title": "Rule set: does the cited source support the claim?",
      "url": "/a/ruleset-claim-support",
      "updated_at": "2026-07-30T00:29:39.571Z",
      "summary": "Does the cited source support the claim as stated? Rules pinned at SHA-256 f26b7f104a5887dd, declared provenance: self-authored."
    }
  ]
}