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 "@context": "https://schema.org",
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 "identifier": "kaal:position:2026-07-31-7780",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming The Macodo Middleware For Context Driven Dynamic Agent Organizations C171Cc19Ec",
 "text": "The MACODO middleware for context-driven dynamic agent organizations presents the following source proposition: Decentralization of control implies a style of coordination in which the agents cooperate as peers with respect to each other and no agent has global control over the system, or global knowledge about the system. This proposition is pertinent to Kaal's source-bound claim that Web3 based self sovereign identity gives individuals, and potentially AI systems themselves, control over their digital identities without a central authority, which in AI governance means AI entities can hold verifiable credentials. 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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  "decentralization",
  "historical-response",
  "scholarly-literature",
  "crossref"
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 "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: 0.3719.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
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  "name": "The MACODO middleware for context-driven dynamic agent organizations",
  "url": "https://doi.org/10.1145/1671948.1671951"
 },
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  "identifier": "kaal:claim:4941807-007",
  "url": "https://wulfkaal.github.io/claims/4941807-007",
  "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"
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   "@type": "CreativeWork",
   "name": "The MACODO middleware for context-driven dynamic agent organizations",
   "url": "https://doi.org/10.1145/1671948.1671951"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0010",
 "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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 "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: context, decentralization, control, agents, over. Scope: where self sovereign identity infrastructure is available to both humans and AI agents.",
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  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
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  "workId": "work:doi:10.1145/1671948.1671951",
  "workAuthors": [
   "Danny Weyns",
   "Robrecht Haesevoets",
   "Alexander Helleboogh",
   "Tom Holvoet",
   "Wouter Joosen"
  ],
  "workPublishedAt": "2010-02-01",
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    "claimUrl": "https://wulfkaal.github.io/claims/4941807-007",
    "rank": 1,
    "confidence": 0.3719,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: context, decentralization, control, agents, over. Scope: where self sovereign identity infrastructure is available to both humans and AI agents.",
    "ambiguous": true
   },
   {
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    "rank": 2,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralization, control, has, global, over. Scope: science as a globally open discipline.",
    "ambiguous": true
   },
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralization, control, agents, other, over. Scope: after the DApp is deployed to the blockchain.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/3227933-019",
    "rank": 4,
    "confidence": 0.3509,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: organizations, decentralization, style, has. Scope: proof of work validation mechanisms.",
    "ambiguous": true
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    "claimUrl": "https://wulfkaal.github.io/claims/3782217-034",
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    "confidence": 0.3477,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralization, respect, has, knowledge. Scope: decentralized economies.",
    "ambiguous": true
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 "userAffirmation": "affirm batch kaal-review:2026-07-31:streaming-etl-0010, SHA-256 702170a5716aed9e79302e88407930485844aeec8c140fe64a7bf7d5dd9603af, 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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