{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7247",
 "identifier": "kaal:position:2026-07-31-7247",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Artificial Intelligence Ai In Corporate Governance 789F86Ff03",
 "text": "Artificial Intelligence (AI) In Corporate Governance presents the following source proposition: Through continuous monitoring of money flows and activities, AI can detect problems or illegal activities in real time which contributes to a stronger sense of accountability within a company. This proposition is pertinent to Kaal's source-bound claim that Boards are consistently held not liable for their companies' illegal marketing efforts even though federal law prohibits off-label marketing, but a board that certifies compliance with a CIA is certifying that the company properly monitors its sales teams' promotional activities, so CIAs contractually expand the applicable legal standard. 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": [
  "economics",
  "corporate-governance",
  "law-and-legal-systems",
  "compliance",
  "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: 0.528.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Artificial Intelligence (AI) In Corporate Governance",
  "url": "https://doi.org/10.64267/9789368841433"
 },
 "extends": {
  "identifier": "kaal:claim:2317580-027",
  "url": "https://wulfkaal.github.io/claims/2317580-027",
  "citation": "Wulf A. Kaal, Elizabeth R. Malay, The Role of Corporate Integrity Agreements in the Expansion of Fiduciary Duties (2013). SSRN: https://ssrn.com/abstract=2317580",
  "paper": "Wulf A. Kaal, Elizabeth R. Malay, The Role of Corporate Integrity Agreements in the Expansion of Fiduciary Duties",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2013",
  "ssrn": "https://ssrn.com/abstract=2317580",
  "source_pdf_sha256": "50973e1e820aef47a4e7ffdbdcb513d03f1845643fcf4fa5910e9528a0b7dac2"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2317580-027"
  },
  {
   "@type": "CreativeWork",
   "name": "Artificial Intelligence (AI) In Corporate Governance",
   "url": "https://doi.org/10.64267/9789368841433"
  }
 ],
 "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": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7247",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7247.md",
 "candidateId": "kaal:response-draft:2026-07-31:b1be1e4860ab654b672e",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.528,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: corporate, governance, through, monitoring, activities, illegal, company. Scope: off-label marketing cases; boards subject to CIA certification requirements.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.64267/9789368841433",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.64267/9789368841433",
  "doi": "10.64267/9789368841433",
  "externalIds": {
   "DOI": "10.64267/9789368841433",
   "Crossref": "10.64267/9789368841433"
  },
  "retrievedAt": "2026-07-31T20:34:01.015Z",
  "providerPage": 4,
  "rawObservationSha256": "2ce9554979c641a351137b8c1cbf0e45293509c1d7c593f12cfe327d2475dbbc",
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  "inputLine": 947,
  "chunkId": "crossref-00004",
  "workId": "work:doi:10.64267/9789368841433",
  "workAuthors": [
   "CMA Manoj Kumar Vij"
  ],
  "workPublishedAt": "2025-07-02",
  "identityKeys": [
   "doi:10.64267/9789368841433",
   "crossref:10.64267/9789368841433",
   "url:https://doi.org/10.64267/9789368841433",
   "title:080c307d73c9b70cb9eeeed7",
   "proposition:cca3d2320b8b04e6af37bf0d28f1090a9b1fe64ad4d91ab2a6bee818e16fba8c"
  ],
  "sourceProposition": "Through continuous monitoring of money flows and activities, AI can detect problems or illegal activities in real time which contributes to a stronger sense of accountability within a company.",
  "sourcePropositionSha256": "dbccadecb8cce395428afe019812e3823071fb1a7e13428cbbafa60d158fed4d",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2317580-027",
    "claimUrl": "https://wulfkaal.github.io/claims/2317580-027",
    "rank": 1,
    "confidence": 0.528,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, through, monitoring, activities, illegal, company. Scope: off-label marketing cases; boards subject to CIA certification requirements.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 2,
    "confidence": 0.421,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, corporate, governance, real. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3373393-001",
    "claimUrl": "https://wulfkaal.github.io/claims/3373393-001",
    "rank": 3,
    "confidence": 0.3853,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, monitoring, problems, time. Scope: over a multi-decade time horizon; requires the supporting infrastructure components to be built.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-033",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-033",
    "rank": 4,
    "confidence": 0.3747,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, corporate, governance. Scope: extrapolated from the appointment of the algorithm Vital at Deep Knowledge Ventures and Alicia T at Tieto.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3373393-035",
    "claimUrl": "https://wulfkaal.github.io/claims/3373393-035",
    "rank": 5,
    "confidence": 0.3685,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, flows, problems. Scope: DAO structures with few or no supervisors.",
    "ambiguous": true
   }
  ]
 },
 "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.",
 "sha256": "5462753390eac581123ca109273c33d5f054b74be87b346edf5ed78ea4f13a83"
}