{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7621",
 "identifier": "kaal:position:2026-07-31-7621",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Mitigating Ai Risks In Centralized Systems Through Blockchain Decentrali 3141Dee954",
 "text": "Mitigating AI Risks in Centralized Systems Through Blockchain Decentralization presents the following source proposition: This chapter dives into how bringing blockchain into the mix helps tackle the big weaknesses in centralized AI systems. This proposition is pertinent to Kaal's source-bound claim that Any blockchain whose soft forks are decided through private communication between famous token holding whales is ultimately less secure than legacy centralized systems, which at least address centralized security risks deliberately. 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",
  "governance-design",
  "consensus-and-security",
  "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: 0.4229.",
  "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:3125827-019",
  "url": "https://wulfkaal.github.io/claims/3125827-019",
  "citation": "Craig Calcaterra, Wulf A. Kaal, Secure Proof of Stake Protocol (2018). SSRN: https://ssrn.com/abstract=3125827",
  "paper": "Craig Calcaterra, Wulf A. Kaal, Secure Proof of Stake Protocol",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2018",
  "ssrn": "https://ssrn.com/abstract=3125827",
  "source_pdf_sha256": "598d9bd95e4af7a0a35328677c6bfc069f69f2e32c30c720b3a0be98a23a40cb"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3125827-019"
  },
  {
   "@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": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7621",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7621.md",
 "candidateId": "kaal:response-draft:2026-07-31:27cec63f4f34fc3e9177",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4229,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: risks, centralized, through, blockchain, decentralization. Scope: off chain governance conducted privately among large holders and developers.",
 "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"
  },
  "retrievedAt": "2026-07-31T20:34:06.632Z",
  "providerPage": 18,
  "rawObservationSha256": "f07fdeb64d72eb0302814666b05ed597430efd5c94a635355f091e37ec7f9dfb",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 4390,
  "chunkId": "crossref-00009",
  "workId": "work:doi:10.4018/979-8-2600-2806-3.ch010",
  "workAuthors": [
   "Othmane Rajiz",
   "Mariam El Hiri"
  ],
  "workPublishedAt": "2026-07-17",
  "identityKeys": [
   "doi:10.4018/979-8-2600-2806-3.ch010",
   "crossref:10.4018/979-8-2600-2806-3.ch010",
   "url:https://doi.org/10.4018/979-8-2600-2806-3.ch010",
   "title:8fc83716d15966b13fd42646",
   "proposition:5ee144929acde0ca4200ba5b70e65051f37bf450c97e9bfe695e48eb1db1445c"
  ],
  "sourceProposition": "This chapter dives into how bringing blockchain into the mix helps tackle the big weaknesses in centralized AI systems.",
  "sourcePropositionSha256": "2378fd533a4f079289ee2217cf8f4ad8f5e730792b5d47f5be50f78f00ce0286",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3125827-019",
    "claimUrl": "https://wulfkaal.github.io/claims/3125827-019",
    "rank": 1,
    "confidence": 0.4229,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: risks, centralized, through, blockchain, decentralization. Scope: off chain governance conducted privately among large holders and developers.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5245185-003",
    "claimUrl": "https://wulfkaal.github.io/claims/5245185-003",
    "rank": 2,
    "confidence": 0.3874,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: mitigating, risks, blockchain. Scope: training data recorded on chain; systems relying on large language models.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3709041-001",
    "claimUrl": "https://wulfkaal.github.io/claims/3709041-001",
    "rank": 3,
    "confidence": 0.3831,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: risks, centralized, blockchain, decentralization. Scope: applies where common good objectives require coordinating many individuals.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-017",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-017",
    "rank": 4,
    "confidence": 0.3829,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: through, blockchain, decentralization, helps. Scope: decentralized peer to peer networks with Internet connectivity.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3227967-032",
    "claimUrl": "https://wulfkaal.github.io/claims/3227967-032",
    "rank": 5,
    "confidence": 0.3767,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, decentralization, weaknesses. Scope: proof of work blockchains as of 2018.",
    "ambiguous": true
   }
  ]
 },
 "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": "5d6dbd716139ea81ecb1bdb204eb2c37ed9f90a22a8ab21fb136b892069c63ce"
}