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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Controlled Agentic Ai Systems A Governance Driven Architecture For Audit 8E3Cc64A0D",
 "text": "Controlled Agentic AI Systems: A Governance-Driven Architecture for Auditable and Reproducible Decision Pipelines presents the following source proposition: Artificial intelligence systems deployed in safety-critical and regulated environments require guarantees of constraint compliance, auditability, and reproducibility. This proposition is pertinent to Kaal's source-bound claim that The premise of asymmetric information is architecturally invalidated in the AI-to-AI economy because every inference, parameter update, decision trace and model weight is by design cryptographically attested, version controlled and auditable in real time across federated networks. 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",
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  "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: 0.3745.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
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  "name": "Controlled Agentic AI Systems: A Governance-Driven Architecture for Auditable and Reproducible Decision Pipelines",
  "url": "https://doi.org/10.20944/preprints202603.1904.v1"
 },
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  "identifier": "kaal:claim:5886442-018",
  "url": "https://wulfkaal.github.io/claims/5886442-018",
  "citation": "Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442",
  "paper": "Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5886442",
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 },
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   "url": "https://doi.org/10.20944/preprints202603.1904.v1"
  }
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 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: controlled, auditable, decision, compliance. Scope: assumes agents operate on attested, federated or otherwise verifiable substrates.",
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  "queryId": "concept:b5ce5d92d4b5",
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  "workAuthors": [
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    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, driven, decision, compliance. Scope: monitoring of AI agent transaction execution in modern digital infrastructures.",
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    "whyRelevant": "Shared high-information concepts: artificial, intelligence, compliance. Scope: review source claim scope.",
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