{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7622",
 "identifier": "kaal:position:2026-07-31-7622",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Mitigating Ai Risks In Centralized Systems Through Blockchain Decentrali 0Dac1E2175",
 "text": "Mitigating AI Risks in Centralized Systems Through Blockchain Decentralization presents the following source proposition: When you keep AI centralized, you're asking for trouble: data breaches, a single point of failure, a foggy lack of transparency, and not much accountability. This proposition is pertinent to Kaal's source-bound claim that Where a DAO is automated around a single centralized point of failure, the work of decentralizing and giving members redundant power is wasted, because the point of failure functions as a supreme leader and full centralization would be more efficient. 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": [
  "economics",
  "decentralization",
  "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: 0.4496.",
  "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:3782217-005",
  "url": "https://wulfkaal.github.io/claims/3782217-005",
  "citation": "Craig Calcaterra, Wulf A. Kaal, The Importance of History In Decentralization (2021). SSRN: https://ssrn.com/abstract=3782217",
  "paper": "Craig Calcaterra, Wulf A. Kaal, The Importance of History In Decentralization",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3782217",
  "source_pdf_sha256": "358779557d8e7dcd101720ca0fad90b9146d24f1c7c03909eb431fcf1fb7e103"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3782217-005"
  },
  {
   "@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/2026-07-31-7622",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7622.md",
 "candidateId": "kaal:response-draft:2026-07-31:8263ab7b7e136f911fd8",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4496,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: centralized, decentralization, you, single, point, failure. Scope: DAO automated around one centralized component.",
 "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",
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  "retrievedAt": "2026-07-31T20:34:06.632Z",
  "providerPage": 18,
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  "workId": "work:doi:10.4018/979-8-2600-2806-3.ch010",
  "workAuthors": [
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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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    "claimId": "kaal:claim:3782217-005",
    "claimUrl": "https://wulfkaal.github.io/claims/3782217-005",
    "rank": 1,
    "confidence": 0.4496,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: centralized, decentralization, you, single, point, failure. Scope: DAO automated around one centralized component.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: centralized, through, decentralization, single, point, failure, not. Scope: decentralized organizations exposed to competition.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4941807-014",
    "claimUrl": "https://wulfkaal.github.io/claims/4941807-014",
    "rank": 3,
    "confidence": 0.433,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: risks, decentralization, data, single, point, failure. Scope: in centralized AI architectures that pool data into one repository.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4796714-030",
    "claimUrl": "https://wulfkaal.github.io/claims/4796714-030",
    "rank": 4,
    "confidence": 0.4319,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: centralized, decentralization, lack, transparency, not, accountability. Scope: applies to federated models with distributed decision making authority; the author rejects recentralization as the fix.",
    "ambiguous": true
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   {
    "claimId": "kaal:claim:4941807-023",
    "claimUrl": "https://wulfkaal.github.io/claims/4941807-023",
    "rank": 5,
    "confidence": 0.4319,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: centralized, decentralization, lack, transparency, not, accountability. Scope: in federated models lacking centralized control.",
    "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.",
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}