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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7584",
 "identifier": "kaal:position:2026-07-31-7584",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Redefining Work In The Age Of Ai 538284067B",
 "text": "Redefining Work in the Age of AI presents the following source proposition: It is stressed that ethical factors, such as bias, accountability, and transparency, are essential to creating responsible AI systems. This proposition is pertinent to Kaal's source-bound claim that Accountability is a structural concern in DeFi: without a central entity it can become unclear who is responsible for wrongdoing, and when problems arise no central party can freeze transactions, fix problems, or restore normal operations. 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"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
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  "governance-design",
  "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: 0.3883.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Redefining Work in the Age of AI",
  "url": "https://doi.org/10.4018/979-8-3373-3384-7.ch009"
 },
 "extends": {
  "identifier": "kaal:claim:3606663-033",
  "url": "https://wulfkaal.github.io/claims/3606663-033",
  "citation": "Kaal, Digital Asset Market Evolution (2020). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3606663",
  "paper": "Kaal, Digital Asset Market Evolution",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2020",
  "ssrn": null,
  "source_pdf_sha256": "d1d4a15a293b715bb6a5a32e689f59c3a1587915039ba9a1cf4eeb8ee2a1e57c"
 },
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  },
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   "@type": "CreativeWork",
   "name": "Redefining Work in the Age of AI",
   "url": "https://doi.org/10.4018/979-8-3373-3384-7.ch009"
  }
 ],
 "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.",
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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7584",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7584.md",
 "candidateId": "kaal:response-draft:2026-07-31:13099cbb40e0b02e7105",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: accountability, responsible. Scope: fully decentralized finance systems without a central operator.",
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  "sourceRecordId": "10.4018/979-8-3373-3384-7.ch009",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
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  "doi": "10.4018/979-8-3373-3384-7.ch009",
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  "workId": "work:doi:10.4018/979-8-3373-3384-7.ch009",
  "workAuthors": [
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: accountability, responsible. Scope: fully decentralized finance systems without a central operator.",
    "ambiguous": true
   },
   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: work, ethical. Scope: review source claim scope.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: such, accountability. Scope: best efforts underwriting via RNFT staking.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4015908-039",
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    "rank": 4,
    "confidence": 0.3135,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, such. Scope: protocol can measure historical on chain user behavior.",
    "ambiguous": true
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   {
    "claimId": "kaal:claim:3808859-029",
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    "whyRelevant": "Shared high-information concepts: such, transparency. Scope: review source claim scope.",
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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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}