kaal:position:2026-07-31-7504

Review: AI Governance through Markets presents the following source proposition: While we do not claim that market forces alone can adequately protect societal interests, we maintain that standardised AI disclosures and market mechanisms can create powerful incentives for safe and responsible AI development. This proposition is pertinent to Kaal's source-bound claim that Creditors and shareholders in bankruptcy, unlike debtors, are typically not required to disclose their interests until they participate in the case by filing a proof of interest or claim and seeking to be heard by a judge. 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: 0.375.
• The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

Review: AI Governance through Markets

kaal:claim:2348463-008
Wulf A. Kaal, Hedge Funds’ Systemic Risk Disclosures in Bankruptcy (2013). SSRN: https://ssrn.com/abstract=2348463
Source PDF sha256: b3682f24c0b277b3307fb9f54cd17a4e0a87b48eecba34b40e189212f20c9a22

Evidence: abstract indexed
Review tier: moderate-confidence claim review
Mapping confidence: 0.375
Mapping ambiguous: true

systemic-riskdisclosurehistorical-responsescholarly-literaturecrossref

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

Canonical markdown sha256: 4e6186a2615463118f7a7d02cd473677427fb07964ff632cc72fb229acf1ef72
curl -s https://wulfkaal.github.io/positions/2026-07-31-7504.md | sha256sum