kaal:position:2026-07-31-7411

Aligning Sustainability Disclosure Standards with Trustworthy AI Governance presents the following source proposition: This report examines the convergence between the emerging global baseline of sustainability disclosure standards for financial markets, and the need for transparent, accountable artificial intelligence (AI) governance in the workplace. This proposition is pertinent to Kaal's source-bound claim that Transparent, explainable models such as those built for the European Court of Human Rights, which paired 97% accuracy with digestible explanations, provide the design template for addressing legal AI's transparency problem. 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.

• 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: 0.3718.
• The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

Aligning Sustainability Disclosure Standards with Trustworthy AI Governance

kaal:claim:5541658-015
Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658
Source PDF sha256: e543a2d698fcd522d4d02e034cc9ee1344d0015d2c824b40b9e05ab7c0728c60

Evidence: abstract indexed
Review tier: moderate-confidence claim review
Mapping confidence: 0.3718
Mapping ambiguous: true

ai-and-agentsdisclosurehistorical-responsescholarly-literaturecrossref

Affirmed in kaal-review:2026-07-31:streaming-etl-0009 on 2026-07-31. Review record.

Canonical markdown sha256: fac453c602a05ed83fa92f953b07e3c6a59936b8c8d1082ea8dca87983ab1eb1
curl -s https://wulfkaal.github.io/positions/2026-07-31-7411.md | sha256sum