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 "name": "Streaming Experimentalism Beyond Ex Ante Regulation A Law And Economics Perspectiv Ddcc9B945C",
 "text": "Experimentalism beyond ex ante regulation: A law and economics perspective on AI regulatory sandboxes presents the following source proposition: In response, experimentalist governance–particularly through regulatory sandboxes (RSs)–has emerged as a potential solution. This proposition is pertinent to Kaal's source-bound claim that Governance adjustments made through stable rules in reaction to a systemic shock can result in suboptimal governance outcomes, market volatility, and economic loss. The proposed response is an extension: 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: 0.3812.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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 "currentDebate": {
  "name": "Experimentalism beyond ex ante regulation: A law and economics perspective on AI regulatory sandboxes",
  "url": "https://doi.org/10.1017/cfl.2025.10039"
 },
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  "citation": "Kaal, A Comparative Perspective on the Limitations of the Duty of Oversight – A Comment on Lisa Fairfax (2013)",
  "paper": "Kaal, A Comparative Perspective on the Limitations of the Duty of Oversight – A Comment on Lisa Fairfax",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2013",
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  "source_pdf_sha256": "ac5c955fe01209c54c78c4575c0b8bf570e5f1259c3f855510697cf51a32e59a"
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 "mappingWhyRelevant": "Shared high-information concepts: economics, perspective, regulatory, governance, through. Scope: reforms enacted in the immediate aftermath of a crisis.",
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  "queryText": "AI agent governance",
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    "whyRelevant": "Shared high-information concepts: law, economics, perspective, solution. Scope: commercial smart contract relationships; unintended consequences of contract execution.",
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    "whyRelevant": "Shared high-information concepts: beyond, economics, governance, solution. Scope: institutional investors subject to fiduciary duties; early 2020s absence of regulator recognized custody solutions.",
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    "whyRelevant": "Shared high-information concepts: regulation, law, economics, regulatory, response. Scope: jurisdictions where consumers can opt out of a regulatory regime.",
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