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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Governance Risk Tiering For Sustainable Digital Infrastructure A Syst Ab23E713Fd",
 "text": "AI Governance Risk Tiering for Sustainable Digital Infrastructure: A Systematic Review of Cybersecurity Frameworks presents the following source proposition: While AI promises efficiency and innovation, its reliance on large, high-dimensional datasets introduces privacy, bias, transparency and accountability risks that existing frameworks struggle to address. This proposition is pertinent to Kaal's source-bound claim that Allowing jurisdictions to tailor smart contract requirements to local statutory frameworks while adhering to a baseline of ethical principles preserves the innovative potential of blockchain by avoiding the homogenizing effects of harmonized legal standards. 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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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.3713.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
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  "name": "AI Governance Risk Tiering for Sustainable Digital Infrastructure: A Systematic Review of Cybersecurity Frameworks",
  "url": "https://doi.org/10.3390/su18062986"
 },
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  "url": "https://wulfkaal.github.io/claims/5554218-036",
  "citation": "Furrer Andreas, Wulf A. Kaal, Universal Digital Law Codex (UDLC) Building the Legal Infrastructure for the Digital Era (2025). SSRN: https://ssrn.com/abstract=5554218",
  "paper": "Furrer Andreas, Wulf A. Kaal, Universal Digital Law Codex (UDLC) Building the Legal Infrastructure for the Digital Era",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5554218",
  "source_pdf_sha256": "55738b4035a91b70aa2ddaa127552fe4b373ec641afee2719fbdcabebdcbea44"
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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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    "whyRelevant": "Shared high-information concepts: risk, frameworks, innovation, privacy. Scope: where compliance is implemented without counterbalancing privacy-preserving techniques.",
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    "whyRelevant": "Shared high-information concepts: infrastructure, innovation, existing, address. Scope: existing regulatory infrastructure without dynamic or anticipatory elements.",
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    "whyRelevant": "Shared high-information concepts: infrastructure, innovation, existing, address. Scope: notice and comment rulemaking in the existing regulatory infrastructure; technologies developing at exponential rates.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0009, SHA-256 b79e655db33b69d4e6de8a205792c1e02d068eea4880d69cd6faeb884041abdf, 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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