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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7385",
 "identifier": "kaal:position:2026-07-31-7385",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Scaling Ai With Adaptive Governance 2Eba9A0D0E",
 "text": "Scaling AI With Adaptive Governance presents the following source proposition: New and adaptive forms of governance must be put in place and systematically embedded across processes so that companies can gain the benefits of moving quickly with AI innovation without exposing themselves or stakeholders to harms. This proposition is pertinent to Kaal's source-bound claim that In companies that concentrate on established products, the executives who understand innovation and consumer experience, the very people responsible for the firm's initial success, are pushed to the margins of core decision making. 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"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "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: 0.3718.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Scaling AI With Adaptive Governance",
  "url": "https://doi.org/10.63383/lvmh6418"
 },
 "extends": {
  "identifier": "kaal:claim:2922176-005",
  "url": "https://wulfkaal.github.io/claims/2922176-005",
  "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/2922176-005"
  },
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   "@type": "CreativeWork",
   "name": "Scaling AI With Adaptive Governance",
   "url": "https://doi.org/10.63383/lvmh6418"
  }
 ],
 "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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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7385",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7385.md",
 "candidateId": "kaal:response-draft:2026-07-31:21407333d732fd66cc31",
 "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: governance, processes, companies, innovation, themselves. Scope: companies built around existing and successful products or services.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.63383/lvmh6418",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.63383/lvmh6418",
  "doi": "10.63383/lvmh6418",
  "externalIds": {
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   "Crossref": "10.63383/lvmh6418"
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  "workId": "work:doi:10.63383/lvmh6418",
  "workAuthors": [
   "Gianvito Lanzolla",
   "Margherita Pagani",
   "Christopher Tucci"
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  "workPublishedAt": "2026-06-02",
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    "confidence": 0.3718,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, processes, companies, innovation, themselves. Scope: companies built around existing and successful products or services.",
    "ambiguous": true
   },
   {
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    "confidence": 0.338,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, companies, benefits, innovation. Scope: as of 2017.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, forms, companies, innovation. Scope: firms competing in fast-moving, technology-driven markets.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2834531-017",
    "claimUrl": "https://wulfkaal.github.io/claims/2834531-017",
    "rank": 4,
    "confidence": 0.331,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: must, innovation, without, themselves. Scope: constant, complex and disruptive technological innovation.",
    "ambiguous": true
   },
   {
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    "confidence": 0.3226,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: gain, benefits, innovation. Scope: where compliance is implemented without counterbalancing privacy-preserving techniques.",
    "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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}