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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7366",
 "identifier": "kaal:position:2026-07-31-7366",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Regulatory Sandboxes For Ai In The Majority World A Learning Centric App B1Db881Cce",
 "text": "Regulatory sandboxes for AI in the majority world: A learning-centric approach to legal adaptation presents the following source proposition: This article argues that regulatory sandboxes should be analyzed primarily as mechanisms for enhancing policymakers’ understanding of technologies such as AI, rather than solely as spaces for experimentation that promote innovation. This proposition is pertinent to Kaal's source-bound claim that Regulatory sandboxes are an instance of regulatory decentralization: by lowering regulatory barriers and costs for testing disruptive technologies while protecting consumers, the regulator fosters innovation in increasingly decentralized products and services. 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": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "decentralization",
  "innovation",
  "historical-response",
  "scholarly-literature",
  "crossref"
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 "scope_conditions": [
  "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: 0.3521.",
  "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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  "identifier": "kaal:claim:3808852-038",
  "url": "https://wulfkaal.github.io/claims/3808852-038",
  "citation": "Wulf A. Kaal, Decentralization and Feedback Effects (2021). SSRN: https://ssrn.com/abstract=3808852",
  "paper": "Wulf A. Kaal, Decentralization and Feedback Effects",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3808852",
  "source_pdf_sha256": "31e91158fdeefebc2f0be54ebf89751f7cdd4c89ecea932888f5ba9be6b1caba"
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  },
  {
   "@type": "CreativeWork",
   "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"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0008",
 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7366",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7366.md",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: regulatory, sandboxes, technologies, innovation. Scope: based on the UK FCA sandbox introduced April 2016 and later ASIC, MAS, and FSRA sandboxes.",
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  "source": "crossref",
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  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
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  "doi": "10.1017/cfl.2025.10015",
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  "workAuthors": [
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    "whyRelevant": "Shared high-information concepts: regulatory, sandboxes, technologies, innovation. Scope: based on the UK FCA sandbox introduced April 2016 and later ASIC, MAS, and FSRA sandboxes.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: learning, legal, technologies, such, innovation. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: learning, legal, technologies, innovation. Scope: the 2010s wave of deep learning tools in legal practice.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: regulatory, world, rather, innovation. Scope: environments of exponential disruptive innovation; where data on emerging trends precedes settled facts.",
    "ambiguous": true
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   {
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    "whyRelevant": "Shared high-information concepts: regulatory, technologies, such, innovation. Scope: review source claim scope.",
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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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}