{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6510",
 "identifier": "kaal:position:2026-07-31-6510",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Sok Blockchain Based Decentralized Ai Deai 7E5Cea1F6C",
 "text": "SoK: Blockchain-Based Decentralized AI (DeAI) presents the following source proposition: Centralization enhances the efficiency of Artificial Intelligence (AI) but also introduces critical challenges, including single points of failure, inherent biases, data privacy risks, and scalability limitations. This proposition is pertinent to Kaal's source-bound claim that Most large private equity and hedge fund advisers have not yet even considered combining blockchain with big data and artificial intelligence, leaving first mover efficiency gains to smaller competitors. 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",
  "ai-and-agents",
  "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: 0.4253.",
  "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:3409548-037",
  "url": "https://wulfkaal.github.io/claims/3409548-037",
  "citation": "Kaal, Financial Technology and Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3409548",
  "paper": "Kaal, Financial Technology and Hedge Funds",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2019",
  "ssrn": null,
  "source_pdf_sha256": "74227ab2656b06bfe4a29c942fc2ba26df9f476917e0a9f85ec038b8c3402c40"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3409548-037"
  },
  {
   "@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.",
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6510",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6510.md",
 "candidateId": "kaal:response-draft:2026-07-31:0ace25ee23ca346f7e20",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4253,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, efficiency, artificial, intelligence, data, technology, applications. Scope: large fund advisers as of 2019.",
 "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",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W4404988782",
   "DOI": "10.48550/arxiv.2411.17461"
  },
  "retrievedAt": "2026-07-31T17:52:23.474Z",
  "providerPage": 22,
  "rawObservationSha256": "5f781543e32b0311aafc5817ea8d6cf83c82eef7d3b21740bd1e92d83acce230",
  "inputSnapshotSha256": "bdb2cd83e925a3abd26bab9a4375d1355c1d8fbab8736869dc7845f3ba159924",
  "inputLine": 11746,
  "chunkId": "openalex-00001",
  "workId": "work:doi:10.48550/arxiv.2411.17461",
  "workAuthors": [
   "Elizabeth Lui",
   "Rui Sun",
   "Shah, Vatsal",
   "Xihan Xiong",
   "Jiahao Sun",
   "Davide Crapis",
   "William J. Knottenbelt",
   "Zhipeng Wang"
  ],
  "workPublishedAt": "2024-11-26",
  "identityKeys": [
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   "openalex:https://openalex.org/w4404988782",
   "url:https://research.manchester.ac.uk/en/publications/2051065b-96d1-43f2-adaa-21ff6ad02e8f",
   "title:e3c8d80f04c72278b957dbf3",
   "proposition:d115fceb21c3ea470f962b85cd532f332da4a64ab82610babefbd36e06d2345d"
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  "sourceProposition": "Centralization enhances the efficiency of Artificial Intelligence (AI) but also introduces critical challenges, including single points of failure, inherent biases, data privacy risks, and scalability limitations.",
  "sourcePropositionSha256": "588fa71f86232559efb158fb50de878b8f49ad144dfd5030ef3b00d5a85118a9",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3409548-037",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-037",
    "rank": 1,
    "confidence": 0.4253,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, efficiency, artificial, intelligence, data, technology, applications. Scope: large fund advisers as of 2019.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 2,
    "confidence": 0.3886,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, artificial, intelligence, data, technology, applications. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-002",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-002",
    "rank": 3,
    "confidence": 0.3886,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, artificial, intelligence, data, technology, applications. Scope: advisers using the technologies in operations or strategy.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4796714-022",
    "claimUrl": "https://wulfkaal.github.io/claims/4796714-022",
    "rank": 4,
    "confidence": 0.3634,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, also, challenges, inherent, technology, security. Scope: applies to autonomously revenue generating AI DAOs; arises from blockchain immutability and security guarantees.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3808859-039",
    "claimUrl": "https://wulfkaal.github.io/claims/3808859-039",
    "rank": 5,
    "confidence": 0.3613,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, decentralized, centralization, points, technology, security. Scope: stated as the requirement for technological decentralization via blockchain.",
    "ambiguous": true
   }
  ]
 },
 "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.",
 "sha256": "00fe6d2985dc63489977b10c66b3e1048622f16410bf7debfa22566b218124d2"
}