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 "identifier": "kaal:position:2026-07-31-7746",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming A General Trust Framework For Multi Agent Systems D7F6Fe7660",
 "text": "A General Trust Framework for Multi-Agent Systems presents the following source proposition: Transportation systems of the future can be best modeled as multi-agent systems. This proposition is pertinent to Kaal's source-bound claim that The real barrier to multi agent competition is not cost but the absence of an attribution mechanism: if only the best of several competing agents is paid, the others have no incentive to participate, so competition requires rewards proportional to each contributor's contribution. 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",
 "keywords": [
  "ai-and-agents",
  "economics",
  "citation-and-knowledge",
  "risk-and-incentives",
  "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: 0.3926.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "A General Trust Framework for Multi-Agent Systems",
  "url": "https://doi.org/10.65109/prjw5260"
 },
 "extends": {
  "identifier": "kaal:claim:6192998-020",
  "url": "https://wulfkaal.github.io/claims/6192998-020",
  "citation": "Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution (2026). SSRN: https://ssrn.com/abstract=6192998",
  "paper": "Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2026",
  "ssrn": "https://ssrn.com/abstract=6192998",
  "source_pdf_sha256": "b04292561ee041e0c9eaa7eca28a410ed440e76a95743a539361a3f76c97f2b3"
 },
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  {
   "@id": "https://wulfkaal.github.io/claims/6192998-020"
  },
  {
   "@type": "CreativeWork",
   "name": "A General Trust Framework for Multi-Agent Systems",
   "url": "https://doi.org/10.65109/prjw5260"
  }
 ],
 "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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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7746",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7746.md",
 "candidateId": "kaal:response-draft:2026-07-31:97c6c1ffa95c85dfd860",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3926,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: framework, multi, agent, best. Scope: multiple agents competing on the same job.",
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  "source": "crossref",
  "sourceRecordId": "10.65109/prjw5260",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.65109/prjw5260",
  "doi": "10.65109/prjw5260",
  "externalIds": {
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   "Crossref": "10.65109/prjw5260"
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  "workId": "work:doi:10.65109/prjw5260",
  "workAuthors": [
   "Mingxi Cheng",
   "Chenzhong Yin",
   "Junyao Zhang",
   "Shahin Nazarian",
   "Jyotirmoy Deshmukh",
   "Paul Bogdan"
  ],
  "workPublishedAt": "2021-05-03",
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    "claimUrl": "https://wulfkaal.github.io/claims/6192998-020",
    "rank": 1,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: framework, multi, agent, best. Scope: multiple agents competing on the same job.",
    "ambiguous": true
   },
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    "claimUrl": "https://wulfkaal.github.io/claims/6192998-032",
    "rank": 2,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: framework, multi, agent. Scope: validators actively penalize detected collusion; honest agents compete on quality in the same jobs.",
    "ambiguous": true
   },
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    "claimUrl": "https://wulfkaal.github.io/claims/6192998-018",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: framework, agent, best. Scope: reputation correlates with true quality only imperfectly.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/4900878-028",
    "rank": 4,
    "confidence": 0.2482,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: framework, modeled. Scope: phenomena that can be instantiated in programmable token systems.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: future, modeled. Scope: review source claim scope.",
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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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