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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7392",
 "identifier": "kaal:position:2026-07-31-7392",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Corporate Governance And Sustainability F5F53De6C1",
 "text": "AI, Corporate Governance And Sustainability presents the following source proposition: Since the beginning of this century, information technologies have been characterized by impressive advancements that have offered us powerful tools such as distributed ledger technologies, blockchain, machine learning algorithms and smart contracts. This proposition is pertinent to Kaal's source-bound claim that Critics who dismiss artificial intelligence on boards as science fiction not worth engaging are wrong: AI on boards is a real prospect, and technologies such as blockchain-based smart contracts will both disrupt corporate governance and supply solutions to it. 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": [
  "ai-and-agents",
  "blockchain",
  "governance-design",
  "corporate-governance",
  "innovation",
  "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: 0.3989.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI, Corporate Governance And Sustainability",
  "url": "https://doi.org/10.2174/9789815124064123030006"
 },
 "extends": {
  "identifier": "kaal:claim:2922176-034",
  "url": "https://wulfkaal.github.io/claims/2922176-034",
  "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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   "@id": "https://wulfkaal.github.io/claims/2922176-034"
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   "@type": "CreativeWork",
   "name": "AI, Corporate Governance And Sustainability",
   "url": "https://doi.org/10.2174/9789815124064123030006"
  }
 ],
 "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.",
 "isPartOf": {
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3989,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: corporate, governance, technologies, such, blockchain, smart, contracts. Scope: review source claim scope.",
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  "source": "crossref",
  "sourceRecordId": "10.2174/9789815124064123030006",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
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  "doi": "10.2174/9789815124064123030006",
  "externalIds": {
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  "workAuthors": [
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, technologies, such, blockchain, smart, contracts. Scope: review source claim scope.",
    "ambiguous": true
   },
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, have, been, blockchain, smart, contracts. Scope: review source claim scope.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: distributed, ledger, blockchain, smart, contracts. Scope: distributed ledgers replicated across all network nodes.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2939127-004",
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    "confidence": 0.3791,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: technologies, such, blockchain, machine, learning. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/4796714-012",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, technologies, distributed, ledger, blockchain. Scope: applies to blockchain and DLT based AI governance proposals; observed in Layer 1 networks as of 2024.",
    "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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