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 "identifier": "kaal:position:2026-07-31-7552",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Corporate Governance And Ben Amp Amp Jerry S Risk Amp Nbsp B3D83982A7",
 "text": "AI Corporate Governance and Ben & Jerry's Risk  presents the following source proposition: These firms have an unusual built-in conflict: each raises funds from profit-seeking investors, then lets self-appointed individuals decide how much profit to sacrifice for the firm's mission-ensuring its AI benefits humanity. This proposition is pertinent to Kaal's source-bound claim that The authors stipulate a category of director, the feedback provider, defined as a director appointed to supply management with unmediated and relevant input from the market, which is what a firm needs in order to plan for continued relevancy. The proposed response is a qualification: 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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  "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: 0.3578.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI Corporate Governance and Ben & Jerry's Risk ",
  "url": "https://doi.org/10.2139/ssrn.6697999"
 },
 "extends": {
  "identifier": "kaal:claim:2922176-031",
  "url": "https://wulfkaal.github.io/claims/2922176-031",
  "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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   "name": "AI Corporate Governance and Ben & Jerry's Risk ",
   "url": "https://doi.org/10.2139/ssrn.6697999"
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 "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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 "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, have, appointed, individuals, firm. Scope: directors with technologist, entrepreneurial, or academic backgrounds.",
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  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
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  "doi": "10.2139/ssrn.6697999",
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  "workAuthors": [
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  "sourceProposition": "These firms have an unusual built-in conflict: each raises funds from profit-seeking investors, then lets self-appointed individuals decide how much profit to sacrifice for the firm's mission-ensuring its AI benefits humanity.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, have, appointed, individuals, firm. Scope: directors with technologist, entrepreneurial, or academic backgrounds.",
    "ambiguous": true
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   {
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    "whyRelevant": "Shared high-information concepts: corporate, governance, decide, sacrifice. Scope: traditional underwriting firms where agent and firm incentives diverge.",
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    "whyRelevant": "Shared high-information concepts: corporate, governance, risk, firms, firm. Scope: U.S. style independence defined by lack of financial ties to the company; information flow to the board controlled by insiders.",
    "ambiguous": true
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   {
    "claimId": "kaal:claim:3808859-003",
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    "rank": 4,
    "confidence": 0.3065,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, risk, firms, firm. Scope: listed companies in particular.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, risk, conflict, funds. Scope: side-by-side management of a mutual fund and a hedge fund by the same adviser.",
    "ambiguous": true
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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.",
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