{
 "@context": "https://schema.org",
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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-5759",
 "identifier": "kaal:position:2026-07-31-5759",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Intelligence Cubed A Decentralized Modelverse For Democratizing Ai 4142Ff3E8A",
 "text": "Intelligence Cubed: A Decentralized Modelverse for Democratizing AI presents the following source proposition: The rapid advancement of artificial intelligence (AI) has been largely characterized by centralized development and control, limiting accessibility and innovation. 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"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "blockchain",
  "private-funds",
  "innovation",
  "historical-response",
  "scholarly-literature",
  "openalex"
 ],
 "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: 0.3693.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Intelligence Cubed: A Decentralized Modelverse for Democratizing AI",
  "url": "https://doi.org/10.36227/techrxiv.175285014.42665094/v1"
 },
 "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"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2959730-001"
  },
  {
   "@type": "CreativeWork",
   "name": "Intelligence Cubed: A Decentralized Modelverse for Democratizing AI",
   "url": "https://doi.org/10.36227/techrxiv.175285014.42665094/v1"
  }
 ],
 "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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 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-5759",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-5759.md",
 "candidateId": "kaal:response-draft:2026-07-31:dd1a948592f54cbf76d4",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3693,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: intelligence, artificial, has, been, innovation. Scope: private investment fund industry; period of roughly 2007 to 2017.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4412978503",
  "queryId": "concept:9c5da690faad",
  "queryText": "model context protocol",
  "canonicalUrl": "https://doi.org/10.36227/techrxiv.175285014.42665094/v1",
  "doi": "10.36227/techrxiv.175285014.42665094/v1",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W4412978503",
   "DOI": "10.36227/techrxiv.175285014.42665094/v1"
  },
  "retrievedAt": "2026-07-31T17:51:50.544Z",
  "providerPage": 21,
  "rawObservationSha256": "9d7acb408652a95b61d5893462fc5d41637e5ab542ab989c81af409b598d69f0",
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  "chunkId": "openalex-00020",
  "workId": "work:doi:10.36227/techrxiv.175285014.42665094/v1",
  "workAuthors": [
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   "Fernando Jia",
   "Florence Li",
   "Rebekah Jia",
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  "identityKeys": [
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   "openalex:https://openalex.org/w4412978503",
   "url:https://doi.org/10.36227/techrxiv.175285014.42665094/v1",
   "title:43091443345c01b271163b5c",
   "proposition:47f1fdad72494914be906e6be939ae505d8d468624245d2741f5c147d61d8cf4"
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  "sourceProposition": "The rapid advancement of artificial intelligence (AI) has been largely characterized by centralized development and control, limiting accessibility and innovation.",
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  "sourcePropositionIndex": 0,
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    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 1,
    "confidence": 0.3693,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: intelligence, artificial, has, been, innovation. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 2,
    "confidence": 0.3639,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: intelligence, artificial, innovation, science. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/5541658-004",
    "rank": 3,
    "confidence": 0.3578,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: intelligence, rapid, artificial, innovation. Scope: the 2010s wave of deep learning tools in legal practice.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-030",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-030",
    "rank": 4,
    "confidence": 0.3572,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: intelligence, decentralized, artificial, centralized, innovation. Scope: competitive market with entrenched centralized providers.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-016",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-016",
    "rank": 5,
    "confidence": 0.3514,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: intelligence, artificial, innovation, social. Scope: where compliance is implemented without counterbalancing privacy-preserving techniques.",
    "ambiguous": true
   }
  ]
 },
 "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": "3b67a564cc189d1bddaf25a95a2d0fde1ac300666e5e4b34ed9830d95094b864"
}