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 "identifier": "kaal:position:2026-07-31-6511",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Sok Blockchain Based Decentralized Ai Deai 375B410C46",
 "text": "SoK: Blockchain-Based Decentralized AI (DeAI) presents the following source proposition: To address these issues, blockchain-based Decentralized Artificial Intelligence (DeAI) has emerged as a promising paradigm that leverages decentralization and transparency to improve the trustworthiness of AI systems. 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": [
  "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: 0.415.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "SoK: Blockchain-Based Decentralized AI (DeAI)",
  "url": "https://research.manchester.ac.uk/en/publications/2051065b-96d1-43f2-adaa-21ff6ad02e8f"
 },
 "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": "SoK: Blockchain-Based Decentralized AI (DeAI)",
   "url": "https://research.manchester.ac.uk/en/publications/2051065b-96d1-43f2-adaa-21ff6ad02e8f"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0005",
 "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.",
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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6511",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.415,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, artificial, intelligence, has, technology, applications. Scope: private investment fund industry; period of roughly 2007 to 2017.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4404988782",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://research.manchester.ac.uk/en/publications/2051065b-96d1-43f2-adaa-21ff6ad02e8f",
  "doi": "10.48550/arxiv.2411.17461",
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   "DOI": "10.48550/arxiv.2411.17461"
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  "workAuthors": [
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   "Shah, Vatsal",
   "Xihan Xiong",
   "Jiahao Sun",
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    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 1,
    "confidence": 0.415,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, artificial, intelligence, has, technology, applications. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
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    "whyRelevant": "Shared high-information concepts: blockchain, artificial, intelligence, technology, applications. Scope: advisers using the technologies in operations or strategy.",
    "ambiguous": true
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   {
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    "confidence": 0.389,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, artificial, intelligence, technology, applications. Scope: large fund advisers as of 2019.",
    "ambiguous": true
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   {
    "claimId": "kaal:claim:5095633-027",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, decentralized, artificial, intelligence, decentralization, technology. Scope: current blockchain user experience.",
    "ambiguous": true
   },
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    "claimUrl": "https://wulfkaal.github.io/claims/5095633-017",
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    "confidence": 0.3786,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: issues, artificial, intelligence, decentralization, security. Scope: privacy-preserving computation techniques are actually deployed.",
    "ambiguous": true
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0005, SHA-256 38dc4a26b86055f59a04f2f22c00881f6c50aa4c4e33c702b9de7f310a3e9995, as written and authorize publication of all 248 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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}