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 "identifier": "kaal:position:2026-07-31-7274",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Aicos A Governance First Deterministic Decision Infrastructure For Human C2D150Ad99",
 "text": "AICOS: A Governance-First Deterministic Decision Infrastructure for Human-Final AI Systems presents the following source proposition: Artificial intelligence systems have achieved significant advances in prediction and optimization. This proposition is pertinent to Kaal's source-bound claim that Numeraire's staking and prediction-based reputation mechanism, tuned to predictive accuracy, overlooks the ethical and contextual concerns that characterize AI dataset governance. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "reputation",
  "governance-design",
  "ai-and-agents",
  "historical-response",
  "scholarly-literature",
  "crossref"
 ],
 "scope_conditions": [
  "The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.4052.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AICOS: A Governance-First Deterministic Decision Infrastructure for Human-Final AI Systems",
  "url": "https://doi.org/10.2139/ssrn.6484622"
 },
 "extends": {
  "identifier": "kaal:claim:5095633-037",
  "url": "https://wulfkaal.github.io/claims/5095633-037",
  "citation": "Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633",
  "paper": "Wulf A. Kaal, Artificial Intelligence The Final Frontier",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5095633",
  "source_pdf_sha256": "cbb484711f89bcefc9fc6a5730a1ed0a3f764d7999ad9b6f7d8ea05634c26c63"
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   "name": "AICOS: A Governance-First Deterministic Decision Infrastructure for Human-Final AI Systems",
   "url": "https://doi.org/10.2139/ssrn.6484622"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0008",
 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7274",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7274.md",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4052,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: governance, final, artificial, intelligence, prediction. Scope: diverse dataset tasks such as medical annotation and content moderation.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.2139/ssrn.6484622",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
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  "workId": "work:doi:10.2139/ssrn.6484622",
  "workAuthors": [
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, final, artificial, intelligence, prediction. Scope: diverse dataset tasks such as medical annotation and content moderation.",
    "ambiguous": true
   },
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    "rank": 2,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decision, human, artificial, intelligence, have, achieved. Scope: European Court of Human Rights; Article 6 cases; prediction against existing judgments.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-021",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-021",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: human, final, artificial, intelligence, significant. Scope: pipelines that depend on human annotators.",
    "ambiguous": true
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    "claimUrl": "https://wulfkaal.github.io/claims/5095633-028",
    "rank": 4,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: final, artificial, intelligence, advances. Scope: real-time or near real-time annotation of large data volumes.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/5095633-023",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: final, artificial, intelligence, have, significant. Scope: large-scale annotation operations; safety-critical applications such as autonomous driving.",
    "ambiguous": true
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0008, SHA-256 469be3af77a43b8a86f52c2e8253882abdefc7a0da53c392329c3cb8a11e8160, as written and authorize publication of all 250 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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