kaal:position:2026-07-31-7207

AI risk management – A law and economics perspective presents the following source proposition: Drawing on the theoretical parallels between risk management and tort law, the analysis demonstrates the importance of cost-benefit and risk-utility models in transforming ambiguous legal standards into actionable ones. This proposition is pertinent to Kaal's source-bound claim that Review changes the game theoretical perspective from a single stage game to a repeated game, which produces more efficient cooperation instead of internal competition and is what makes the open source environment sustainable in the long run. The proposed response is a qualification: 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: 0.4014.
• The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

AI risk management – A law and economics perspective

kaal:claim:3782217-037
Craig Calcaterra, Wulf A. Kaal, The Importance of History In Decentralization (2021). SSRN: https://ssrn.com/abstract=3782217
Source PDF sha256: 358779557d8e7dcd101720ca0fad90b9146d24f1c7c03909eb431fcf1fb7e103

Evidence: abstract indexed
Review tier: moderate-confidence claim review
Mapping confidence: 0.4014
Mapping ambiguous: true

open-source-and-codeeconomicshistorical-responsescholarly-literaturecrossref

Affirmed in kaal-review:2026-07-31:streaming-etl-0008 on 2026-07-31. Review record.

Canonical markdown sha256: 69f0f4278e5365e3827ffaf509c4fc04ce6b6324b323ee477f8c0e9406fecdd9
curl -s https://wulfkaal.github.io/positions/2026-07-31-7207.md | sha256sum