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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7130",
 "identifier": "kaal:position:2026-07-31-7130",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ethical Ai Governance Using Blockchain 974Bebe59A",
 "text": "ETHICAL AI GOVERNANCE USING BLOCKCHAIN presents the following source proposition: The rapid expansion of Artificial Intelligence (AI) across critical sectors has intensified concerns regarding transparency, accountability, fairness, and ethical compliance. This proposition is pertinent to Kaal's source-bound claim that WDAGs allow new regulatory and ethical standards to be integrated into existing AI systems without overhauling the entire model architecture, which is what makes rapid legal adaptation feasible in sectors such as public safety and healthcare. 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": [
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  "ai-and-agents",
  "historical-response",
  "scholarly-literature",
  "semantic-scholar"
 ],
 "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: 0.4729.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "ETHICAL AI GOVERNANCE USING BLOCKCHAIN",
  "url": "https://www.semanticscholar.org/paper/eb3c8773d6bf947cf3a68cad1838b72717731f7a"
 },
 "extends": {
  "identifier": "kaal:claim:4855607-024",
  "url": "https://wulfkaal.github.io/claims/4855607-024",
  "citation": "Wulf A. Kaal, How AI Models are Optimized Through Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4855607",
  "paper": "Wulf A. Kaal, How AI Models are Optimized Through Web3 Governance",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4855607",
  "source_pdf_sha256": "eb0b3e62374b45a8fa888c6bde9725e606bcb46cf4b5e74a6e851d9f25099113"
 },
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   "@id": "https://wulfkaal.github.io/claims/4855607-024"
  },
  {
   "@type": "CreativeWork",
   "name": "ETHICAL AI GOVERNANCE USING BLOCKCHAIN",
   "url": "https://www.semanticscholar.org/paper/eb3c8773d6bf947cf3a68cad1838b72717731f7a"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0007",
 "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.",
 "isPartOf": {
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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7130",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7130.md",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4729,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: ethical, governance, rapid, sectors, compliance. Scope: sectors where AI applications must rapidly adapt to new laws and ethical considerations.",
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  "sourceRecordId": "eb3c8773d6bf947cf3a68cad1838b72717731f7a",
  "queryId": "concept:b78ed75f4a0b",
  "queryText": "decentralization governance",
  "canonicalUrl": "https://www.semanticscholar.org/paper/eb3c8773d6bf947cf3a68cad1838b72717731f7a",
  "doi": "10.63665/rh.v7i2.34",
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  "workAuthors": [
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, governance, rapid, sectors, compliance. Scope: sectors where AI applications must rapidly adapt to new laws and ethical considerations.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: across, critical, accountability, compliance. Scope: permissioned transaction controls embedded in smart contracts.",
    "ambiguous": true
   },
   {
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    "confidence": 0.407,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, artificial, intelligence, has. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
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    "whyRelevant": "Shared high-information concepts: governance, blockchain, artificial, intelligence. Scope: review source claim scope.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0007, SHA-256 bf2213ee9446b647b40daf2de1dd804cd8b36c263bf153c654dd31f4a135b831, as written and authorize publication of all 154 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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