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 "@context": "https://schema.org",
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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-5868",
 "identifier": "kaal:position:2026-07-31-5868",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Mastering Ai Big Data Deep Learning And The Evolution Of Large Language  57Ca73C888",
 "text": "Mastering AI: Big Data, Deep Learning, and the Evolution of Large Language Models -- Blockchain and Applications presents the following source proposition: The structure and mechanics of Bitcoin and Ethereum are then examined, covering topics such as proof-of-work, proof-of-stake, and smart contracts. This proposition is pertinent to Kaal's source-bound claim that Private fund advisers' increasing use of blockchain technology, artificial intelligence, and big data is a distinct source of downward pressure on the traditional 2/20 fee structure that commentators have not examined. 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": [
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  "private-funds",
  "innovation",
  "historical-response",
  "scholarly-literature",
  "openalex"
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 "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: 0.3712.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Mastering AI: Big Data, Deep Learning, and the Evolution of Large Language Models -- Blockchain and Applications",
  "url": "http://arxiv.org/abs/2410.10110"
 },
 "extends": {
  "identifier": "kaal:claim:2959730-001",
  "url": "https://wulfkaal.github.io/claims/2959730-001",
  "citation": "Wulf A. Kaal, Blockchain Applications and Fee Structure Developments in Private Investment Funds (2017). SSRN: https://ssrn.com/abstract=2959730",
  "paper": "Wulf A. Kaal, Blockchain Applications and Fee Structure Developments in Private Investment Funds",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2959730",
  "source_pdf_sha256": "ebd86972d8817b0c1c80326ae5564476983cedba3f258ff3b2610f156b93fb50"
 },
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   "@id": "https://wulfkaal.github.io/claims/2959730-001"
  },
  {
   "@type": "CreativeWork",
   "name": "Mastering AI: Big Data, Deep Learning, and the Evolution of Large Language Models -- Blockchain and Applications",
   "url": "http://arxiv.org/abs/2410.10110"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0002",
 "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": {
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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-5868",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-5868.md",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3712,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: big, data, blockchain, applications, structure, examined, artificial, intelligence. Scope: private investment fund industry; period of roughly 2007 to 2017.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4403570380",
  "queryId": "concept:d5ac73026e57",
  "queryText": "DAO governance",
  "canonicalUrl": "http://arxiv.org/abs/2410.10110",
  "doi": "10.48550/arxiv.2410.10110",
  "externalIds": {
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   "DOI": "10.48550/arxiv.2410.10110"
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  "workId": "work:doi:10.48550/arxiv.2410.10110",
  "workAuthors": [
   "Pohsun Feng",
   "Ziqian Bi",
   "Yan, Lawrence K. Q.",
   "Yizhu Wen",
   "Benji Peng",
   "Junyu Liu",
   "Caitlyn Heqi Yin",
   "Tianyang Wang",
   "Keyu Chen",
   "Sen Zhang",
   "Ming Li",
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   "Ming Liu",
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    "rank": 1,
    "confidence": 0.3712,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: big, data, blockchain, applications, structure, examined, artificial, intelligence. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, such, smart, contracts, science, artificial, intelligence, technologies. Scope: review source claim scope.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: big, data, large, blockchain, applications, artificial, intelligence. Scope: large fund advisers as of 2019.",
    "ambiguous": true
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   {
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    "claimUrl": "https://wulfkaal.github.io/claims/2959730-002",
    "rank": 4,
    "confidence": 0.339,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: big, data, blockchain, applications, structure, artificial, intelligence. Scope: advisers using the technologies in operations or strategy.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2992962-003",
    "claimUrl": "https://wulfkaal.github.io/claims/2992962-003",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: evolution, blockchain, ethereum, covering, smart, contracts, economy. Scope: Ethereum blockchain based smart contracting.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0002, SHA-256 86e0dda588610d89ed45ad08f4697601b5577f6e761e0bd9a9aef701c9c9deee, 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": "e4a16f8602006e36845bb2c4f2b6dde645e4323633e5593951536264a769c4d8"
}