{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7623",
 "identifier": "kaal:position:2026-07-31-7623",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Mitigating Ai Risks In Centralized Systems Through Blockchain Decentrali 937F579108",
 "text": "Mitigating AI Risks in Centralized Systems Through Blockchain Decentralization presents the following source proposition: It spreads control out, locks records in place, and opens up how data is governed making those old risks a lot less scary. This proposition is pertinent to Kaal's source-bound claim that Because blockchain records a verifiable and immutable history of data provenance and alterations, it mitigates data poisoning risk and supports the claim that AI models were trained on genuine datasets. 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",
  "citation-and-knowledge",
  "ai-and-agents",
  "education-and-practice",
  "historical-response",
  "scholarly-literature",
  "crossref"
 ],
 "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: 0.4479.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Mitigating AI Risks in Centralized Systems Through Blockchain Decentralization",
  "url": "https://doi.org/10.4018/979-8-2600-2806-3.ch010"
 },
 "extends": {
  "identifier": "kaal:claim:5245185-003",
  "url": "https://wulfkaal.github.io/claims/5245185-003",
  "citation": "Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185",
  "paper": "Wulf A. Kaal, How can we Best Monitor AI Agents",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5245185",
  "source_pdf_sha256": "4d7adba83ec722480e97bde6528cbe9ce98c709e45cb18794f157a64b8fe7da2"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/5245185-003"
  },
  {
   "@type": "CreativeWork",
   "name": "Mitigating AI Risks in Centralized Systems Through Blockchain Decentralization",
   "url": "https://doi.org/10.4018/979-8-2600-2806-3.ch010"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0009",
 "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/2026-07-31-7623",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7623.md",
 "candidateId": "kaal:response-draft:2026-07-31:98b893867266dc0b7aea",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4479,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: mitigating, risks, blockchain, records, data. Scope: training data recorded on chain; systems relying on large language models.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.4018/979-8-2600-2806-3.ch010",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.4018/979-8-2600-2806-3.ch010",
  "doi": "10.4018/979-8-2600-2806-3.ch010",
  "externalIds": {
   "DOI": "10.4018/979-8-2600-2806-3.ch010",
   "Crossref": "10.4018/979-8-2600-2806-3.ch010"
  },
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  "providerPage": 18,
  "rawObservationSha256": "f07fdeb64d72eb0302814666b05ed597430efd5c94a635355f091e37ec7f9dfb",
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  "workId": "work:doi:10.4018/979-8-2600-2806-3.ch010",
  "workAuthors": [
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   "Mariam El Hiri"
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   "crossref:10.4018/979-8-2600-2806-3.ch010",
   "url:https://doi.org/10.4018/979-8-2600-2806-3.ch010",
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  "sourceProposition": "It spreads control out, locks records in place, and opens up how data is governed making those old risks a lot less scary.",
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    "claimUrl": "https://wulfkaal.github.io/claims/5245185-003",
    "rank": 1,
    "confidence": 0.4479,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: mitigating, risks, blockchain, records, data. Scope: training data recorded on chain; systems relying on large language models.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/3125827-019",
    "rank": 2,
    "confidence": 0.4143,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: risks, centralized, through, blockchain, decentralization, less. Scope: off chain governance conducted privately among large holders and developers.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782217-019",
    "claimUrl": "https://wulfkaal.github.io/claims/3782217-019",
    "rank": 3,
    "confidence": 0.3896,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: centralized, through, decentralization, control, place. Scope: current platform era.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4957318-029",
    "claimUrl": "https://wulfkaal.github.io/claims/4957318-029",
    "rank": 4,
    "confidence": 0.367,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: centralized, decentralization, control, governed. Scope: decentralized and community governed platform architectures.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3709041-004",
    "claimUrl": "https://wulfkaal.github.io/claims/3709041-004",
    "rank": 5,
    "confidence": 0.3639,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: through, blockchain, decentralization, control, data. Scope: review source claim scope.",
    "ambiguous": true
   }
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 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0009, SHA-256 b79e655db33b69d4e6de8a205792c1e02d068eea4880d69cd6faeb884041abdf, 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": "c5b694bb5714745476bded59a4c4bb7c3a4c1be94a23ef6cc6fbd69d7912d0a1"
}