# kaal:position:2026-07-31-7342

**Affirmed position.** Epistemic Extraction in AI Governance: Institutional Design and Participation in the Global South presents the following source proposition: <p>Artificial intelligence governance increasingly conditions participation in digital administrative and regulatory systems on adoption of externally defined epistemic categories. This proposition is pertinent to Kaal's source-bound claim that The digital divide among legal professionals complicates equitable adoption of AI and may exacerbate rather than reduce disparities in access to justice. 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: 0.4545.
- The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

**Current debate.** Epistemic Extraction in AI Governance: Institutional Design and Participation in the Global South: https://doi.org/10.2139/ssrn.6835741

**Extends.** kaal:claim:5541658-022: https://wulfkaal.github.io/claims/5541658-022

**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.** 0.4545  **Mapping ambiguous.** true

**Topics.** institutional-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.