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 "name": "Historical Eab22Eeced8C5625Cbf7",
 "text": "Towards Agentic Test-Driven Quality Assurance for 6G Networks should be assessed against 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 current metadata indicates a plausible connection through model context protocol, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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  "External evidence level: abstract indexed.",
  "Mapping review tier: ambiguity triage before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
 ],
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  "url": "https://www.semanticscholar.org/paper/32ab28821092d0e3ab302b813bbc031f49398b9b"
 },
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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": "The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5886442",
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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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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-2656",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-2656.md",
 "candidateId": "kaal:response-candidate:2026-07-31:7bc42d76e5e88f28",
 "evidenceLevel": "abstract indexed",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: networks, autonomous, auditable, compliance, knowledge, information, agent, real. Scope: assumes agents operate on attested, federated or otherwise verifiable substrates.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "model context protocol",
  "queryId": "concept:9c5da690faad",
  "page": 1,
  "sourceRank": 204,
  "retrievedAt": "2026-07-31T13:58:04.059Z",
  "citationCount": 0,
  "venue": "2026 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit)",
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   "Conference"
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 },
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