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 "name": "Historical B82A8D3E837Df6Efb5Dd",
 "text": "Dynamic governance for agentic AI: synthesizing dual-use regimes through paradox theory should be assessed against Kaal's source-bound claim that Agentic automation concentrates agency in opportunity hubs and, through winner takes most swarms, elevates Gini coefficients by 15 to 25 percent by 2030, which is why diversity mandates are required for inclusive ecosystems. The current metadata indicates a plausible connection through dynamic governance, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
 "author": {
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  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "dateModified": "2026-07-31",
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  "assumes winner takes most swarm dynamics without corrective mandates",
  "External evidence level: metadata only.",
  "Mapping review tier: mapping review 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/115d0ace162ceacba921a10174c4614ace28aa82"
 },
 "extends": {
  "identifier": "kaal:claim:5886442-007",
  "url": "https://wulfkaal.github.io/claims/5886442-007",
  "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": [
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  "year": "2025",
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 ],
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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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 "mappingWhyRelevant": "Shared high-information concepts: agentic, through, theory. Scope: projection to 2030; assumes winner takes most swarm dynamics without corrective mandates.",
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  "page": 1,
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  "citationCount": 0,
  "venue": "AI & SOCIETY",
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