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 "text": "Automated Remediation Guardrails: A Risk-Aware Framework for Validating AI-Generated Production Scripts in Regulated Financial Infrastructure should be assessed against Kaal's source-bound claim that Legal accumulation is produced by a specific legislative practice: new regulations are layered over existing ones without repealing outdated provisions. The resulting corpus is more complex and less transparent, which raises compliance costs for individuals and businesses. 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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  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
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 },
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  "url": "https://wulfkaal.github.io/claims/4957318-001",
  "citation": "Wulf A. Kaal, The Future of Law - Dynamic Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4957318",
  "paper": "The Future of Law - Dynamic Web3 Governance",
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 "mappingWhyRelevant": "Shared high-information concepts: more, however, specific, without, compliance, existing, corpus. Scope: modern legislative systems that enact new law faster than they repeal old law.",
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  "retrievedAt": "2026-07-31T13:58:04.059Z",
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  "venue": "International Journal of AI, BigData, Computational and Management Studies",
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