kaal:position:2026-07-31-7431

Ethical AI Governance as Socio-Technical Stewardship presents the following source proposition: Artificial intelligence (AI) is increasingly embedded in institutional decision-making, reshaping how authority, accountability, and responsibility are distributed. This proposition is pertinent to Kaal's source-bound claim that Advanced artificial judicial intelligence capable of simulating full judicial processes remains speculative, and its feasibility is limited by ethical concerns including bias and accountability rather than by technical capability alone. 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: 0.3991.
• The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

Ethical AI Governance as Socio-Technical Stewardship

kaal:claim:5541658-035
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: 0.3991
Mapping ambiguous: true

institutional-designhistorical-responsescholarly-literaturecrossref

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

Canonical markdown sha256: 0d7bab3f0a8fea0360ad87c791c6b5753f2c3f300a6d5953631ffca4134eed4c
curl -s https://wulfkaal.github.io/positions/2026-07-31-7431.md | sha256sum