{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7601",
 "identifier": "kaal:position:2026-07-31-7601",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Driven Governance 87B12Cfe68",
 "text": "AI-Driven Governance presents the following source proposition: It also addresses ethical, legal, and governance challenges, proposing strategic frameworks for responsible adoption. This proposition is pertinent to Kaal's source-bound claim that Decentralized finance and participatory governance models create their own problems, specifically unresolved regulatory frameworks and ethical considerations, so decentralization is not a costless substitute for existing institutional arrangements. 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",
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  "governance-design",
  "historical-response",
  "scholarly-literature",
  "crossref"
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  "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: 0.4189.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI-Driven Governance",
  "url": "https://doi.org/10.4018/979-8-3373-3760-9.ch012"
 },
 "extends": {
  "identifier": "kaal:claim:4900880-040",
  "url": "https://wulfkaal.github.io/claims/4900880-040",
  "citation": "Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880",
  "paper": "Wulf A. Kaal, Quantum Economy and the Future of Work",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4900880",
  "source_pdf_sha256": "64ea6e8b7cfb3d9a83801eba54f9b87182b842a963273ddab7f2d5305639db73"
 },
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   "@id": "https://wulfkaal.github.io/claims/4900880-040"
  },
  {
   "@type": "CreativeWork",
   "name": "AI-Driven Governance",
   "url": "https://doi.org/10.4018/979-8-3373-3760-9.ch012"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0009",
 "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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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7601",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7601.md",
 "candidateId": "kaal:response-draft:2026-07-31:2af5523413a084a92def",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4189,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: governance, also, ethical, challenges, frameworks. Scope: review source claim scope.",
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  "sourceRecordId": "10.4018/979-8-3373-3760-9.ch012",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.4018/979-8-3373-3760-9.ch012",
  "doi": "10.4018/979-8-3373-3760-9.ch012",
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  "providerPage": 18,
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  "workId": "work:doi:10.4018/979-8-3373-3760-9.ch012",
  "workAuthors": [
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   "title:e144d8d4c829df22bbe05ca6",
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    "confidence": 0.4189,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, also, ethical, challenges, frameworks. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
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    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, also, challenges, strategic. Scope: quadratic voting model.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5554218-036",
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    "rank": 4,
    "confidence": 0.3169,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, ethical, legal, frameworks. Scope: hybrid governance combining a universal ethical baseline with localized adaptation.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4529715-024",
    "claimUrl": "https://wulfkaal.github.io/claims/4529715-024",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, legal, challenges, frameworks. Scope: review source claim scope.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0009, SHA-256 b79e655db33b69d4e6de8a205792c1e02d068eea4880d69cd6faeb884041abdf, 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.",
 "sha256": "27d36d008b347c83b14c4afc6ecd7667b2680dd67dd342c8866fcf80b2494be2"
}