{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7380",
 "identifier": "kaal:position:2026-07-31-7380",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai As Governance Platformisation State Capacity And Algorithmic Authorit 6Ca255D7E1",
 "text": "AI as Governance: Platformisation, State Capacity, and Algorithmic Authority in China’s Basic Education presents the following source proposition: This article conceptualises artificial intelligence (AI) as a governance regime embedded in platform infrastructures, data architectures, and state rationalities, rather than as a pedagogical or technical innovation. This proposition is pertinent to Kaal's source-bound claim that Law schools that invest early in artificial intelligence, machine learning, and blockchain will gain a comparative advantage over peer schools irrespective of ranking, because demand for lawyers trained in those technologies is likely to spike once law firm adoption crosses a threshold. 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": [
  "law-and-legal-systems",
  "education-and-practice",
  "innovation",
  "blockchain",
  "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: 0.3579.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI as Governance: Platformisation, State Capacity, and Algorithmic Authority in China’s Basic Education",
  "url": "https://doi.org/10.2139/ssrn.6427244"
 },
 "extends": {
  "identifier": "kaal:claim:2939127-004",
  "url": "https://wulfkaal.github.io/claims/2939127-004",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, Legal Education in the Blockchain Revolution (2017). SSRN: https://ssrn.com/abstract=2939127",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, Legal Education in the Blockchain Revolution",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2939127",
  "source_pdf_sha256": "abcef529c7200261c59eec43018375b3b26e3186239fb9d002bacc298dba26ff"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2939127-004"
  },
  {
   "@type": "CreativeWork",
   "name": "AI as Governance: Platformisation, State Capacity, and Algorithmic Authority in China’s Basic Education",
   "url": "https://doi.org/10.2139/ssrn.6427244"
  }
 ],
 "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/2026-07-31-7380",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7380.md",
 "candidateId": "kaal:response-draft:2026-07-31:73c68be258f8831a3d30",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3579,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: education, artificial, intelligence, innovation. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.2139/ssrn.6427244",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.2139/ssrn.6427244",
  "doi": "10.2139/ssrn.6427244",
  "externalIds": {
   "DOI": "10.2139/ssrn.6427244",
   "Crossref": "10.2139/ssrn.6427244"
  },
  "retrievedAt": "2026-07-31T20:34:03.188Z",
  "providerPage": 9,
  "rawObservationSha256": "7ae1869e275fdc9c533d8542efaf0e633270308c29750751c29a88116c8774db",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 2158,
  "chunkId": "crossref-00009",
  "workId": "work:doi:10.2139/ssrn.6427244",
  "workAuthors": [
   "Zhiqi Hu",
   "Ying He"
  ],
  "workPublishedAt": "2026-01-01",
  "identityKeys": [
   "doi:10.2139/ssrn.6427244",
   "crossref:10.2139/ssrn.6427244",
   "url:https://doi.org/10.2139/ssrn.6427244",
   "title:14888dba02ad2ba039352b21",
   "proposition:92e80fd1e3af407b28357b708fd4681965aef624fb4fb514f547cd82f729e50a"
  ],
  "sourceProposition": "This article conceptualises artificial intelligence (AI) as a governance regime embedded in platform infrastructures, data architectures, and state rationalities, rather than as a pedagogical or technical innovation.",
  "sourcePropositionSha256": "bf81781a87cd81d736b35e1dc290f33784974f79f36138162ba74df63fc0d642",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2939127-004",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-004",
    "rank": 1,
    "confidence": 0.3579,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: education, artificial, intelligence, innovation. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 2,
    "confidence": 0.3397,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, data, innovation. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-016",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-016",
    "rank": 3,
    "confidence": 0.3397,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, data, innovation. Scope: where compliance is implemented without counterbalancing privacy-preserving techniques.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-030",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-030",
    "rank": 4,
    "confidence": 0.3397,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, data, innovation. Scope: competitive market with entrenched centralized providers.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5541658-004",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-004",
    "rank": 5,
    "confidence": 0.3397,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, data, innovation. Scope: the 2010s wave of deep learning tools in legal practice.",
    "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": "3c46e61619ed52238b25ffa937412e34b3ec127342da1f4fea86a46f085912bf"
}
