{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7728",
 "identifier": "kaal:position:2026-07-31-7728",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Botticelli A Supply Chain Management Agent Fd47712Af3",
 "text": "Botticelli: A Supply Chain Management Agent presents the following source proposition: Mathematical programming approaches are applied in attempt to solve these problems optimally. This proposition is pertinent to Kaal's source-bound claim that Suggestions that artificial intelligence will solve the rigidity of centralized reputation systems are misguided and will fail for the same reason, because neural networks are merely a complex mathematical architecture for statistical regression, which is always extremely unreliable when applied to novel situations. 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"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "ai-and-agents",
  "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: 0.3664.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Botticelli: A Supply Chain Management Agent",
  "url": "https://doi.org/10.65109/htum9291"
 },
 "extends": {
  "identifier": "kaal:claim:3782201-012",
  "url": "https://wulfkaal.github.io/claims/3782201-012",
  "citation": "Craig Calcaterra, Wulf A. Kaal, Future of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782201",
  "paper": "Craig Calcaterra, Wulf A. Kaal, Future of Decentralization",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3782201",
  "source_pdf_sha256": "bedf7bcfbb7a9b0112b5848cb0d941b1d41f330dafeee0143a30ff5e8aa53700"
 },
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   "@id": "https://wulfkaal.github.io/claims/3782201-012"
  },
  {
   "@type": "CreativeWork",
   "name": "Botticelli: A Supply Chain Management Agent",
   "url": "https://doi.org/10.65109/htum9291"
  }
 ],
 "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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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7728",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7728.md",
 "candidateId": "kaal:response-draft:2026-07-31:464fc47213415193d257",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3664,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: mathematical, applied, solve, problems. Scope: where new social situations continually arise that lie outside the training distribution.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.65109/htum9291",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.65109/htum9291",
  "doi": "10.65109/htum9291",
  "externalIds": {
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   "Crossref": "10.65109/htum9291"
  },
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  "workId": "work:doi:10.65109/htum9291",
  "workAuthors": [
   "M. Benisch",
   "A. Greenwald",
   "I. Grypari",
   "R. Lederman",
   "V. Naroditskiy",
   "M. Tschantz"
  ],
  "workPublishedAt": "2004-07-19",
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  "sourceProposition": "Mathematical programming approaches are applied in attempt to solve these problems optimally.",
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    "claimUrl": "https://wulfkaal.github.io/claims/3782201-012",
    "rank": 1,
    "confidence": 0.3664,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: mathematical, applied, solve, problems. Scope: where new social situations continually arise that lie outside the training distribution.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/3782203-013",
    "rank": 2,
    "confidence": 0.2573,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: approaches, solve, problems. Scope: alternative voting and polling mechanisms; continuous or weighted voting technologies.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3405401-007",
    "claimUrl": "https://wulfkaal.github.io/claims/3405401-007",
    "rank": 3,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: mathematical, optimally. Scope: review source claim scope.",
    "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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