{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-5753",
 "identifier": "kaal:position:2026-07-31-5753",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Decentralized Ai Infrastructure Integrating Blockchain With Mlops And Da Ffa91Ae7C7",
 "text": "DECENTRALIZED AI INFRASTRUCTURE: INTEGRATING BLOCKCHAIN WITH MLOPS AND DATA GOVERNANCE presents the following source proposition: Smart contracts are used to enforce governance policies, control access to datasets, and register model artifacts throughout their lifecycle. This proposition is pertinent to Kaal's source-bound claim that Smart contracts can automate compliance with regulatory requirements and ethical guidelines: for example, a smart contract can enforce privacy law directly by controlling an AI system's access to personal data according to predefined rules. 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": [
  "smart-contracts",
  "compliance",
  "consensus-and-security",
  "blockchain",
  "governance-design",
  "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: 0.3688.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "DECENTRALIZED AI INFRASTRUCTURE: INTEGRATING BLOCKCHAIN WITH MLOPS AND DATA GOVERNANCE",
  "url": "https://doi.org/10.36227/techrxiv.177273909.90123017/v1"
 },
 "extends": {
  "identifier": "kaal:claim:4941807-019",
  "url": "https://wulfkaal.github.io/claims/4941807-019",
  "citation": "Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807",
  "paper": "Wulf A. Kaal, AI Governance Via Web3 Reputation System",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4941807",
  "source_pdf_sha256": "ab66c1e99a88da1fa36b0c6b536df5184231fe6aa427f3dd53287a4e0ac79853"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/4941807-019"
  },
  {
   "@type": "CreativeWork",
   "name": "DECENTRALIZED AI INFRASTRUCTURE: INTEGRATING BLOCKCHAIN WITH MLOPS AND DATA GOVERNANCE",
   "url": "https://doi.org/10.36227/techrxiv.177273909.90123017/v1"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0002",
 "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/2026-07-31-5753",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-5753.md",
 "candidateId": "kaal:response-draft:2026-07-31:8410ef23132382a4f270",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3688,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, data, governance, smart, contracts, used, enforce, access. Scope: where compliance rules can be expressed as predefined, codified conditions.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W7133933652",
  "queryId": "concept:797ed03a951a",
  "queryText": "decentralized AI governance",
  "canonicalUrl": "https://doi.org/10.36227/techrxiv.177273909.90123017/v1",
  "doi": "10.36227/techrxiv.177273909.90123017/v1",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W7133933652",
   "DOI": "10.36227/techrxiv.177273909.90123017/v1"
  },
  "retrievedAt": "2026-07-31T17:51:24.120Z",
  "providerPage": 1,
  "rawObservationSha256": "6d49fc992a22000768ebce01c45bba2e86395f1747fe4c345b378b3f1c31cbf5",
  "inputSnapshotSha256": "bdb2cd83e925a3abd26bab9a4375d1355c1d8fbab8736869dc7845f3ba159924",
  "inputLine": 208,
  "chunkId": "openalex-00001",
  "workId": "work:doi:10.36227/techrxiv.177273909.90123017/v1",
  "workAuthors": [
   "Jessica Sciammarelli"
  ],
  "workPublishedAt": "2026-03-05",
  "identityKeys": [
   "doi:10.36227/techrxiv.177273909.90123017/v1",
   "openalex:https://openalex.org/w7133933652",
   "url:https://doi.org/10.36227/techrxiv.177273909.90123017/v1",
   "title:59f5c6b576d17872528742e8",
   "proposition:5094398e72d40278f8e04b9b4a6f5b3d8aa0b5751e7f85e0c2c03bab55e02258"
  ],
  "sourceProposition": "Smart contracts are used to enforce governance policies, control access to datasets, and register model artifacts throughout their lifecycle.",
  "sourcePropositionSha256": "7be280c65ad450981a4b6393155aeb3f76c3c831c9ca2fbcbe092e6c193c6a90",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:4941807-019",
    "claimUrl": "https://wulfkaal.github.io/claims/4941807-019",
    "rank": 1,
    "confidence": 0.3688,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, data, governance, smart, contracts, used, enforce, access. Scope: where compliance rules can be expressed as predefined, codified conditions.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3808873-042",
    "claimUrl": "https://wulfkaal.github.io/claims/3808873-042",
    "rank": 2,
    "confidence": 0.3529,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, infrastructure, blockchain, governance, smart, contracts, corporate, integrity. Scope: decentralized algorithmic systems mediating principal agent contractual relationships.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 3,
    "confidence": 0.3432,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, governance, smart, contracts, corporate, artificial, intelligence. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5554218-021",
    "claimUrl": "https://wulfkaal.github.io/claims/5554218-021",
    "rank": 4,
    "confidence": 0.3232,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, infrastructure, governance, smart, contracts, ethics. Scope: automated code based systems operating without decentralized governance.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3227933-018",
    "claimUrl": "https://wulfkaal.github.io/claims/3227933-018",
    "rank": 5,
    "confidence": 0.3229,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, smart, contracts, used, enforce, corporate. Scope: growth of connected devices.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0002, SHA-256 86e0dda588610d89ed45ad08f4697601b5577f6e761e0bd9a9aef701c9c9deee, 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": "3d9674dbdc4506aab69d99f20e07be3e2fbaf1c3c1b367bd3ed9c56f66eadaae"
}