{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7416",
 "identifier": "kaal:position:2026-07-31-7416",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Corporate Involution In The Age Of Ai The Governance And Cultural Driver 9B51F3293B",
 "text": "Corporate Involution in the Age of AI: The Governance and Cultural Drivers of Innovation presents the following source proposition: A one-standard-deviation increase in AI adoption raises the involution index by 10.5% of its standard deviation. This proposition is pertinent to Kaal's source-bound claim that Many new innovation driven firms that replaced hierarchy with a best-idea-wins culture have struggled to maintain that governance model and to fulfill their initial promise. 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": [
  "governance-design",
  "corporate-governance",
  "institutional-design",
  "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: 0.4095.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Corporate Involution in the Age of AI: The Governance and Cultural Drivers of Innovation",
  "url": "https://doi.org/10.2139/ssrn.6910711"
 },
 "extends": {
  "identifier": "kaal:claim:3227967-017",
  "url": "https://wulfkaal.github.io/claims/3227967-017",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters (2018). SSRN: https://ssrn.com/abstract=3227967",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2018",
  "ssrn": "https://ssrn.com/abstract=3227967",
  "source_pdf_sha256": "f6e13b956f864ab32ec3305d095a35a127770327d75b3688f785cefc437d369f"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3227967-017"
  },
  {
   "@type": "CreativeWork",
   "name": "Corporate Involution in the Age of AI: The Governance and Cultural Drivers of Innovation",
   "url": "https://doi.org/10.2139/ssrn.6910711"
  }
 ],
 "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.",
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7416",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7416.md",
 "candidateId": "kaal:response-draft:2026-07-31:b4bfdf9e0c9dc72ebe20",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4095,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: corporate, age, governance, innovation. Scope: fast growth technology companies with few assets and employees.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.2139/ssrn.6910711",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.2139/ssrn.6910711",
  "doi": "10.2139/ssrn.6910711",
  "externalIds": {
   "DOI": "10.2139/ssrn.6910711",
   "Crossref": "10.2139/ssrn.6910711"
  },
  "retrievedAt": "2026-07-31T20:34:03.531Z",
  "providerPage": 10,
  "rawObservationSha256": "9eb90c787c971b646f2994f428924f169a1b3991e6d359be50e394719df08692",
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  "inputLine": 2494,
  "chunkId": "crossref-00001",
  "workId": "work:doi:10.2139/ssrn.6910711",
  "workAuthors": [
   "Chris Zheng",
   "Min Bai"
  ],
  "workPublishedAt": "2026-01-01",
  "identityKeys": [
   "doi:10.2139/ssrn.6910711",
   "crossref:10.2139/ssrn.6910711",
   "url:https://doi.org/10.2139/ssrn.6910711",
   "title:87c71407438df40c9f11f7ac",
   "proposition:afe224a97038797873c54c1c521f15a53c0a9645212619b6a0526461f27e7e26"
  ],
  "sourceProposition": "A one-standard-deviation increase in AI adoption raises the involution index by 10.5% of its standard deviation.",
  "sourcePropositionSha256": "cc08827e18b1c7312bd3d7f13b1f4b32fbf6a4c459e48163daf44abca8949bde",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3227967-017",
    "claimUrl": "https://wulfkaal.github.io/claims/3227967-017",
    "rank": 1,
    "confidence": 0.4095,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, age, governance, innovation. Scope: fast growth technology companies with few assets and employees.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3373393-014",
    "claimUrl": "https://wulfkaal.github.io/claims/3373393-014",
    "rank": 2,
    "confidence": 0.362,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, innovation, one. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2939127-004",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-004",
    "rank": 3,
    "confidence": 0.3526,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, increase, adoption. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3962614-009",
    "claimUrl": "https://wulfkaal.github.io/claims/3962614-009",
    "rank": 4,
    "confidence": 0.3407,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, one, standard. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3373393-005",
    "claimUrl": "https://wulfkaal.github.io/claims/3373393-005",
    "rank": 5,
    "confidence": 0.3398,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, innovation, one. Scope: applies to complex, interdependent use cases such as corporate governance.",
    "ambiguous": true
   }
  ]
 },
 "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.",
 "sha256": "1dc63b623f6111e261962a52c00d8ce163c6b8184f20841951131f82b8983684"
}