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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Trust In An Autonomous Agent For Predictive Maintenance How Agent Transp E1350E2503",
 "text": "Trust in an Autonomous Agent for Predictive Maintenance: How Agent Transparency Could Impact Compliance presents the following source proposition: Like in human-human cooperation, the effectiveness of cooperation with those autonomous agents especially depends on the notion of trust. This proposition is pertinent to Kaal's source-bound claim that Traditional centralized AI driven supervision of AI agent transactions is deficient because it delivers only limited transparency, is susceptible to bias, and concentrates risk in single points of failure. 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",
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  "compliance",
  "decentralization",
  "disclosure",
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  "crossref"
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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."
 ],
 "currentDebate": {
  "name": "Trust in an Autonomous Agent for Predictive Maintenance: How Agent Transparency Could Impact Compliance",
  "url": "https://doi.org/10.54941/ahfe1001602"
 },
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  "identifier": "kaal:claim:5245185-001",
  "url": "https://wulfkaal.github.io/claims/5245185-001",
  "citation": "Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185",
  "paper": "Wulf A. Kaal, How can we Best Monitor AI Agents",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5245185",
  "source_pdf_sha256": "4d7adba83ec722480e97bde6528cbe9ce98c709e45cb18794f157a64b8fe7da2"
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   "name": "Trust in an Autonomous Agent for Predictive Maintenance: How Agent Transparency Could Impact Compliance",
   "url": "https://doi.org/10.54941/ahfe1001602"
  }
 ],
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 "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: agent, transparency, compliance, agents. Scope: centralized supervision of autonomous AI agent transaction execution.",
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  "sourceRecordId": "10.54941/ahfe1001602",
  "queryId": "concept:a2c487c0792c",
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  "workId": "work:doi:10.54941/ahfe1001602",
  "workAuthors": [
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   "Philippe Rauffet",
   "Clément Guérin",
   "Cédric Seguin"
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  "workPublishedAt": "2022-01-01",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: agent, transparency, compliance, agents. Scope: centralized supervision of autonomous AI agent transaction execution.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: agent, transparency, compliance, agents. Scope: monitoring of AI agent transaction execution in modern digital infrastructures.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: predictive, compliance, agents. Scope: existing monitoring of AI agents on cryptocurrency rails.",
    "ambiguous": true
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    "confidence": 0.34,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: compliance, effectiveness, agents. Scope: applies where a few dominant parties influence the underlying Layer 1; holds under current blockchain design as of 2024.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: transparency, impact, compliance. Scope: blockchain storage of impact certificate data; funding tied to trackable progress.",
    "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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