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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7562",
 "identifier": "kaal:position:2026-07-31-7562",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Washing As An It Governance Problem Strategic Ambiguity In Corporate  8351D7760C",
 "text": "AI Washing as an IT Governance Problem: Strategic Ambiguity in Corporate Disclosures and the Consequences of Regulatory Enforcement presents the following source proposition: This gap has acquired a name, AI washing, and it has become the subject of federal enforcement. This proposition is pertinent to Kaal's source-bound claim that Delaware courts have not explicitly imposed a duty to monitor risk, but that omission may be moot: because failing to disclose risk violates federal securities law, unmonitored risk is likely to become undisclosed risk and therefore actionable. 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": [
  "compliance",
  "disclosure",
  "securities-law",
  "corporate-governance",
  "law-and-legal-systems",
  "historical-response",
  "scholarly-literature",
  "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: 0.3698.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI Washing as an IT Governance Problem: Strategic Ambiguity in Corporate Disclosures and the Consequences of Regulatory Enforcement",
  "url": "https://doi.org/10.2139/ssrn.6959279"
 },
 "extends": {
  "identifier": "kaal:claim:1558614-039",
  "url": "https://wulfkaal.github.io/claims/1558614-039",
  "citation": "Painter and Kaal, Initial Reflections on an Evolving Standard Constraints on Risk Taking by Directors and Officers in (2010). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1558614",
  "paper": "Painter and Kaal, Initial Reflections on an Evolving Standard Constraints on Risk Taking by Directors and Officers in",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2010",
  "ssrn": null,
  "source_pdf_sha256": "e898211630f4116879329d6de8397523dca5b066864147421aa5cbc7429dc83b"
 },
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   "@id": "https://wulfkaal.github.io/claims/1558614-039"
  },
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   "@type": "CreativeWork",
   "name": "AI Washing as an IT Governance Problem: Strategic Ambiguity in Corporate Disclosures and the Consequences of Regulatory Enforcement",
   "url": "https://doi.org/10.2139/ssrn.6959279"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0009",
 "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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 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7562.md",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3698,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: governance, corporate, become, federal. Scope: risk of a kind that federal securities law requires to be disclosed.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.2139/ssrn.6959279",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.2139/ssrn.6959279",
  "doi": "10.2139/ssrn.6959279",
  "externalIds": {
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  "providerPage": 16,
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  "workId": "work:doi:10.2139/ssrn.6959279",
  "workAuthors": [
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   "Michael Rivera"
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  "workPublishedAt": "2026-01-01",
  "identityKeys": [
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    "confidence": 0.3698,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, corporate, become, federal. Scope: risk of a kind that federal securities law requires to be disclosed.",
    "ambiguous": true
   },
   {
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    "rank": 2,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ambiguity, disclosures. Scope: n=52 survey respondents.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, corporate, federal. Scope: companies with self-reporting obligations under a CIA; exposure under the False Claims Act, Sunshine, Stark, AKS, and HIPAA.",
    "ambiguous": true
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   {
    "claimId": "kaal:claim:2348463-018",
    "claimUrl": "https://wulfkaal.github.io/claims/2348463-018",
    "rank": 4,
    "confidence": 0.3202,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disclosures, consequences. Scope: review source claim scope.",
    "ambiguous": true
   },
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    "rank": 5,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disclosures, gap. Scope: literature available before the first mandatory Form PF collection.",
    "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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