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 "text": "AI-Powered Policy Calibration: A Framework for Dynamic Regulation Compliance in LLM Applications should be assessed against Kaal's source-bound claim that The tension between the need for regulation and the desire for decentralization produces what the author terms the pacing problem: regulatory frameworks cannot keep pace with technological innovation, so the remedy lies in dynamic autonomous governance rather than static centralized control. The current metadata indicates a plausible connection through dynamic regulation, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
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  "citation": "Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution (2026). SSRN: https://ssrn.com/abstract=6192998",
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  "retrievedAt": "2026-07-31T13:58:17.762Z",
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  "venue": "International Journal of Scientific Research in Computer Science Engineering and Information Technology",
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