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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Regulatory Sandboxes For Ai In The Majority World A Learning Centric App 337Edea133",
 "text": "Regulatory sandboxes for AI in the majority world: A learning-centric approach to legal adaptation presents the following source proposition: AI innovations create an acute need for learning about what regulation is suitable for enabling innovation while dealing with technological risks. This proposition is pertinent to Kaal's source-bound claim that Because formal rulemaking takes months and often years, regulators are still processing the previous product launch while new products reach the market, and new regulations pertaining to an innovative product can be obsolete before they are finalized. 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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 "dateModified": "2026-07-31",
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  "The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.4098.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Regulatory sandboxes for AI in the majority world: A learning-centric approach to legal adaptation",
  "url": "https://doi.org/10.1017/cfl.2025.10015"
 },
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  "url": "https://wulfkaal.github.io/claims/2808132-023",
  "citation": "Wulf A. Kaal, Erik P.M. Vermeulen, How to Regulate Disruptive Innovation - From Facts to Data (2016). SSRN: https://ssrn.com/abstract=2808132",
  "paper": "Wulf A. Kaal, Erik P.M. Vermeulen, How to Regulate Disruptive Innovation - From Facts to Data",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2016",
  "ssrn": "https://ssrn.com/abstract=2808132",
  "source_pdf_sha256": "3515f2317ed9c1d33ae55d70467cdf1f6c4e350065ea6a887d5d7619599ad7d2"
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   "url": "https://doi.org/10.1017/cfl.2025.10015"
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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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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: regulatory, regulation, innovation, while, dealing. Scope: multi-month or multi-year regulatory procedures; fast product launch cycles.",
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  "queryId": "concept:b5ce5d92d4b5",
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    "whyRelevant": "Shared high-information concepts: world, legal, innovations, innovation. Scope: exponential rather than long innovation cycles; decentralized technological environments.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0008, SHA-256 469be3af77a43b8a86f52c2e8253882abdefc7a0da53c392329c3cb8a11e8160, as written and authorize publication of all 250 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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