{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6750",
 "identifier": "kaal:position:2026-07-31-6750",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming  Cf5718866D",
 "text": "АГЕНТНИЙ ШТУЧНИЙ ІНТЕЛЕКТ ЯК ІНСТРУМЕНТ РЕСТРУКТУРИЗАЦІЇ МАРКЕТИНГОВОГО ТЕХНІЧНОГО БОРГУ В УМОВАХ ГІПЕРПЕРСОНАЛІЗАЦІЇ presents the following source proposition: Метою роботи є теоретичне обґрунтування та формування концептуальної моделі використання агентського штучного інтелекту (Agentic AI) та архітектури мультиагентних систем (MAS) як стратегічного інструменту реструктуризації маркетингового технічного боргу. This proposition is pertinent to Kaal's source-bound claim that If a digital token security falls outside Monetary Authority of Singapore regulation, no duty of fair dealing applies to it. 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": [
  "institutional-design",
  "historical-response",
  "scholarly-literature",
  "semantic-scholar"
 ],
 "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: high-confidence claim review.",
  "Primary mapping confidence: 0.6901.",
  "The primary mapping cleared the automated ambiguity test; substantive scope remains review-bound."
 ],
 "currentDebate": {
  "name": "АГЕНТНИЙ ШТУЧНИЙ ІНТЕЛЕКТ ЯК ІНСТРУМЕНТ РЕСТРУКТУРИЗАЦІЇ МАРКЕТИНГОВОГО ТЕХНІЧНОГО БОРГУ В УМОВАХ ГІПЕРПЕРСОНАЛІЗАЦІЇ",
  "url": "https://www.semanticscholar.org/paper/9935a7942850f8c263309bbeb4f96412859a878c"
 },
 "extends": {
  "identifier": "kaal:claim:3117224-025",
  "url": "https://wulfkaal.github.io/claims/3117224-025",
  "citation": "Wulf A. Kaal, Initial Coin Offerings The Top 25 Jurisdictions and Their Comparative Regulatory Responses (2018). SSRN: https://ssrn.com/abstract=3117224",
  "paper": "Wulf A. Kaal, Initial Coin Offerings The Top 25 Jurisdictions and Their Comparative Regulatory Responses",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2018",
  "ssrn": "https://ssrn.com/abstract=3117224",
  "source_pdf_sha256": "83e9ccb9219a217d9fcfc5c098b897229ee7cf85623bee3ae22d2e986548466b"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3117224-025"
  },
  {
   "@type": "CreativeWork",
   "name": "АГЕНТНИЙ ШТУЧНИЙ ІНТЕЛЕКТ ЯК ІНСТРУМЕНТ РЕСТРУКТУРИЗАЦІЇ МАРКЕТИНГОВОГО ТЕХНІЧНОГО БОРГУ В УМОВАХ ГІПЕРПЕРСОНАЛІЗАЦІЇ",
   "url": "https://www.semanticscholar.org/paper/9935a7942850f8c263309bbeb4f96412859a878c"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0006",
 "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.",
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6750",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6750.md",
 "candidateId": "kaal:response-draft:2026-07-31:4416e5083778d65ef06e",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "high-confidence claim review",
 "mappingConfidence": 0.6901,
 "mappingAmbiguous": false,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: mas. Scope: Singapore; tokens outside MAS regulation.",
 "sourceProvenance": {
  "source": "semantic-scholar",
  "sourceRecordId": "9935a7942850f8c263309bbeb4f96412859a878c",
  "queryId": "concept:cff87b653032",
  "queryText": "agentic commerce",
  "canonicalUrl": "https://www.semanticscholar.org/paper/9935a7942850f8c263309bbeb4f96412859a878c",
  "doi": "10.32782/2786-8141/2025-13-20",
  "externalIds": {
   "DOI": "10.32782/2786-8141/2025-13-20",
   "CorpusId": 286411515,
   "SemanticScholar": "9935a7942850f8c263309bbeb4f96412859a878c"
  },
  "retrievedAt": "2026-07-31T13:58:02.173Z",
  "providerPage": 1,
  "rawObservationSha256": "0338ab27688b493e0f552a3671a4c50d31df6fbbfb3c22fed7d14ef1204e3694",
  "inputSnapshotSha256": "96a846999aefd65306457ebd7971f1abef182a04b39a927618f8460274d795ab",
  "inputLine": 50,
  "chunkId": "semantic-scholar-00001",
  "workId": "work:doi:10.32782/2786-8141/2025-13-20",
  "workAuthors": [
   "С. В. Ковальчук",
   "З.О. Тягунова",
   "В.В. Ходак"
  ],
  "workPublishedAt": "2025-12-26",
  "identityKeys": [
   "doi:10.32782/2786-8141/2025-13-20",
   "semantic-scholar:9935a7942850f8c263309bbeb4f96412859a878c",
   "url:https://www.semanticscholar.org/paper/9935a7942850f8c263309bbeb4f96412859a878c",
   "proposition:632e920e647967124d2aacc2b39d7c9fdf9c3f098b5211651b742fdec518d777"
  ],
  "sourceProposition": "Метою роботи є теоретичне обґрунтування та формування концептуальної моделі використання агентського штучного інтелекту (Agentic AI) та архітектури мультиагентних систем (MAS) як стратегічного інструменту реструктуризації маркетингового технічного боргу.",
  "sourcePropositionSha256": "0609fbf0b54775f8b5024ee5a0c22925b1e97e8739b545eb99ac10aa561a8385",
  "sourcePropositionIndex": 1,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3117224-025",
    "claimUrl": "https://wulfkaal.github.io/claims/3117224-025",
    "rank": 1,
    "confidence": 0.6901,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: mas. Scope: Singapore; tokens outside MAS regulation.",
    "ambiguous": false
   },
   {
    "claimId": "kaal:claim:5886442-002",
    "claimUrl": "https://wulfkaal.github.io/claims/5886442-002",
    "rank": 2,
    "confidence": 0.5189,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: agentic. Scope: review source claim scope.",
    "ambiguous": false
   },
   {
    "claimId": "kaal:claim:5886442-007",
    "claimUrl": "https://wulfkaal.github.io/claims/5886442-007",
    "rank": 3,
    "confidence": 0.5189,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: agentic. Scope: projection to 2030; assumes winner takes most swarm dynamics without corrective mandates.",
    "ambiguous": false
   },
   {
    "claimId": "kaal:claim:5886442-013",
    "claimUrl": "https://wulfkaal.github.io/claims/5886442-013",
    "rank": 4,
    "confidence": 0.5189,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: agentic. Scope: holds for post scarce cognitive and digital inputs, not for materially scarce goods.",
    "ambiguous": false
   },
   {
    "claimId": "kaal:claim:5886442-019",
    "claimUrl": "https://wulfkaal.github.io/claims/5886442-019",
    "rank": 5,
    "confidence": 0.5189,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: agentic. Scope: holds among artificial agents, not for the remaining human layer.",
    "ambiguous": false
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0006, SHA-256 d724cb4e85d4ecdf4e8488b6b1c8ed999688fe58732ad5a50c5c197c25427f43, 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.",
 "sha256": "6a66ecd8ca0894a6bbeb1e21b3681ff56e09a84dbde98997c9a310af75aaf6da"
}