# kaal:position:2026-07-31-7360

**Affirmed position.** A Computable Baseline for AI Governance: Measuring User Capacity Depletion in Algorithmic Interaction Systems presents the following source proposition: Current regulatory frameworks, including the European Union's Digital Services Act and Artificial Intelligence Act, require platforms to assess and mitigate systemic risks arising from the design and functioning of algorithmic systems. This proposition is pertinent to Kaal's source-bound claim that The fragmented United States approach to regulating legal AI, resting on voluntary federal standards and a patchwork of state initiatives, prioritizes innovation but fails to address systemic risks comprehensively. 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.

**Status.** affirmed  **Published.** 2026-07-31

**Holds when.**

- 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: 0.3665.
- The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

**Current debate.** A Computable Baseline for AI Governance: Measuring User Capacity Depletion in Algorithmic Interaction Systems: https://doi.org/10.2139/ssrn.6169627

**Extends.** kaal:claim:5541658-025: https://wulfkaal.github.io/claims/5541658-025

**Scholarly basis.** 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 level.** abstract indexed

**Mapping review tier.** moderate-confidence claim review

**Mapping confidence.** 0.3665  **Mapping ambiguous.** true

**Topics.** systemic-risk, risk-and-incentives, governance-design, historical-response, scholarly-literature, crossref

**Provenance.** Affirmed in kaal-review:2026-07-31:streaming-etl-0008 at https://kaal-signal-desk.wulf577462.chatgpt.site/#review.

**Record type.** This is a dated commentary position that extends a scholarly corpus claim. It is not a verbatim claim extracted from the paper.

**Canonical form.** This markdown file is the canonical hashed representation of the position.