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 "name": "Streaming Autonomous Cyber Underwriting Agents Reinventing Risk Evaluation Through 1C61Cafa7A",
 "text": "Autonomous Cyber Underwriting Agents Reinventing Risk Evaluation Through Reinforcement Learning and Multi-Agent Systems presents the following source proposition: Key concepts include real-time risk scoring, portfolio optimization, and system architectures that support scalability, security, and compliance. This proposition is pertinent to 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 proposed response is a qualification: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
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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: moderate-confidence claim review.",
  "Primary mapping confidence: 0.4039.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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  "name": "Autonomous Cyber Underwriting Agents Reinventing Risk Evaluation Through Reinforcement Learning and Multi-Agent Systems",
  "url": "https://doi.org/10.4018/979-8-3373-5545-0.ch002"
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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": "Wulf A. Kaal, 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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