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 "identifier": "kaal:position:2026-07-31-7340",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Monitoring Ai Progress For Corporate Governance 3Bc075381A",
 "text": "Monitoring AI progress for corporate governance presents the following source proposition: While AI is believed to increase both the productivity and competitive advantage, it will lead to rapid transformation in the work force and evolve with a high degree of uncertainty. This proposition is pertinent to Kaal's source-bound claim that Companies that adopt unmediated and technology-driven governance gain a competitive advantage in attracting talent, raising capital, finding partners, and above all in remaining relevant in hyper-competitive global markets. 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",
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  "corporate-governance",
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  "crossref"
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 "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: 0.3898.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Monitoring AI progress for corporate governance",
  "url": "https://doi.org/10.22495/jgrv9i1art1"
 },
 "extends": {
  "identifier": "kaal:claim:2922176-040",
  "url": "https://wulfkaal.github.io/claims/2922176-040",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, The ‘Unmediated’ and ‘Tech-Driven’ Corporate Governance of Today's Winning Companies (2017). SSRN: https://ssrn.com/abstract=2922176",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, The ‘Unmediated’ and ‘Tech-Driven’ Corporate Governance of Today's Winning Companies",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2922176",
  "source_pdf_sha256": "fa4e986917d437cb1504281e7b986be2698e9507d8feaf426c9d7d1754ca882c"
 },
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  },
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   "@type": "CreativeWork",
   "name": "Monitoring AI progress for corporate governance",
   "url": "https://doi.org/10.22495/jgrv9i1art1"
  }
 ],
 "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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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7340",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: corporate, governance, competitive, advantage. Scope: hyper-competitive global markets shaped by social media, blockchain, DAOs and artificial intelligence.",
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  "source": "crossref",
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  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.22495/jgrv9i1art1",
  "doi": "10.22495/jgrv9i1art1",
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  "workId": "work:doi:10.22495/jgrv9i1art1",
  "workAuthors": [
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  "workPublishedAt": "2020-01-01",
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    "confidence": 0.3898,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, competitive, advantage. Scope: hyper-competitive global markets shaped by social media, blockchain, DAOs and artificial intelligence.",
    "ambiguous": true
   },
   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, increase, evolve. Scope: more oversight suits reach the merits.",
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: monitoring, corporate, governance, increase. Scope: CIAs that mandate a CCO and prescribe CCO to board reporting.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/3373393-024",
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    "confidence": 0.367,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: monitoring, corporate, governance, increase. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
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    "confidence": 0.3629,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, both, lead. Scope: boards subject to CIA certification requirements.",
    "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.",
 "sha256": "14f93521a8edd64d388044c71aea9d54c02a81f5ef448052d1987a125820900c"
}