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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai In Corporate Governance 71516B3C51",
 "text": "AI in Corporate Governance presents the following source proposition: Yet, alongside these efficiencies come profound challenges: algorithmic bias, opacity, and the erosion of human accountability. This proposition is pertinent to Kaal's source-bound claim that If a market evolves in which contingent capital designs appear to provide sufficient protection against systemic risk and contagion, decision makers may come to rely on the design of those securities and neglect their own role as monitors. 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",
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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.3767.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI in Corporate Governance",
  "url": "https://doi.org/10.4018/979-8-3373-3626-8.ch008"
 },
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  "identifier": "kaal:claim:1998455-016",
  "url": "https://wulfkaal.github.io/claims/1998455-016",
  "citation": "Wulf A. Kaal, Initial Reflections on the Possible Application of Contingent Capital in Corporate Governance (2012). SSRN: https://ssrn.com/abstract=1998455",
  "paper": "Wulf A. Kaal, Initial Reflections on the Possible Application of Contingent Capital in Corporate Governance",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2012",
  "ssrn": "https://ssrn.com/abstract=1998455",
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   "url": "https://doi.org/10.4018/979-8-3373-3626-8.ch008"
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 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
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 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "mappingWhyRelevant": "Shared high-information concepts: corporate, governance, come. Scope: theoretical possibility flagged by the author; presupposes CCS designs that appear protective.",
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  "queryText": "AI agent governance",
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  "workAuthors": [
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    "whyRelevant": "Shared high-information concepts: corporate, governance, come. Scope: continued judicial recognition of CIAs and voluntary compliance plans.",
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    "whyRelevant": "Shared high-information concepts: corporate, governance, come. Scope: corporate governance implementations within existing centralized structures.",
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    "whyRelevant": "Shared high-information concepts: corporate, governance, accountability. Scope: post-2000 shareholder-empowerment reforms.",
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    "whyRelevant": "Shared high-information concepts: corporate, governance, accountability. Scope: conventional takeover and activism defenses; U.S. public companies.",
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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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