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 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/regulatory-interpretation",
 "identifier": "kaal:entity:regulatory-interpretation",
 "name": "Regulatory interpretation",
 "termCode": "regulatory-interpretation",
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 },
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
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 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4941807-024",
   "identifier": "kaal:claim:4941807-024",
   "text": "Enforcing AI regulation in a federated model is complex because different entities may interpret the same regulations differently and may show differing levels of commitment to compliance.",
   "abstract": "In a federated model, enforcing regulations and policies related to AI can be complex. In a decentralized setting, different entities may have varying interpretations of regulations or differing levels of commitment to compliance.",
   "citation": "Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807",
   "datePublished": "2024",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "in decentralized settings with multiple independent compliance actors"
   ],
   "source_pdf_sha256": "ab66c1e99a88da1fa36b0c6b536df5184231fe6aa427f3dd53287a4e0ac79853",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5245185-029",
   "identifier": "kaal:claim:5245185-029",
   "text": "Claims that centralized AI ensures KYC and AML compliance are circular, because they rely on AI to interpret the very regulations that AI may itself violate.",
   "abstract": "the assertion that centralized AI ensures compliance with KYC and AML standards overlooks the circularity of relying on AI to interpret regulations it may itself violate.",
   "citation": "Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185",
   "datePublished": "2025",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "AI driven compliance interpretation for KYC and AML"
   ],
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  }
 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'regulatory-interpretation'. Derived node: a roster, not an adjudicated definition."
}