{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6512",
 "identifier": "kaal:position:2026-07-31-6512",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Sok Blockchain Based Decentralized Ai Deai 58B2B22609",
 "text": "SoK: Blockchain-Based Decentralized AI (DeAI) presents the following source proposition: Despite rapid adoption in industry, the academic community lacks a systematic analysis of DeAI's technical foundations, opportunities, and challenges. This proposition is pertinent to Kaal's source-bound claim that Adoption of blockchain is costly and technically difficult because the technology is continually evolving and integrating blockchain databases with existing systems raises many technical challenges, such as interfacing a payment ledger with a vehicle's control software. 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",
  "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: 0.3946.",
  "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:3227933-023",
  "url": "https://wulfkaal.github.io/claims/3227933-023",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Why 'Blockchain' Will Disrupt Corporate Organizations (2018). SSRN: https://ssrn.com/abstract=3227933",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Why 'Blockchain' Will Disrupt Corporate Organizations",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2018",
  "ssrn": "https://ssrn.com/abstract=3227933",
  "source_pdf_sha256": "a9e9660c4dc25a2202f1da4e762f5885256e05f68c53ca51942f5833a7a4c108"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3227933-023"
  },
  {
   "@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/2026-07-31-6512",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6512.md",
 "candidateId": "kaal:response-draft:2026-07-31:68432ca356563511ccef",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3946,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, adoption, technical, challenges, technology. Scope: integration with legacy systems.",
 "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:85a1d6d1966bb0ade68079d3e4f97fe53e0c9e994c4c9b129941e714ff5cc7a7"
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  "sourceProposition": "Despite rapid adoption in industry, the academic community lacks a systematic analysis of DeAI's technical foundations, opportunities, and challenges.",
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  "sourcePropositionIndex": 2,
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    "claimId": "kaal:claim:3227933-023",
    "claimUrl": "https://wulfkaal.github.io/claims/3227933-023",
    "rank": 1,
    "confidence": 0.3946,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, adoption, technical, challenges, technology. Scope: integration with legacy systems.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3441904-032",
    "claimUrl": "https://wulfkaal.github.io/claims/3441904-032",
    "rank": 2,
    "confidence": 0.3336,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, decentralized, computer, technology. Scope: public decentralized blockchains maintained by anonymous global users.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-004",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-004",
    "rank": 3,
    "confidence": 0.3313,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, industry, technology, applications. Scope: current adoption of modern technologies is still a small proportion of fund strategies.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-036",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-036",
    "rank": 4,
    "confidence": 0.3313,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, industry, technology, applications. Scope: blockchain enabled funds competing against traditional funds.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3409548-037",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-037",
    "rank": 5,
    "confidence": 0.3313,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, industry, technology, applications. Scope: large fund advisers as of 2019.",
    "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": "71d88869b8011a1662fbafe51a10e37a8aeb1367218d4709a772181525532815"
}