# kaal:position:2026-07-31-7512

**Affirmed position.** AI in Public Governance: Ensuring Rights and Innovation in Non-High-Risk AI Systems in the United States presents the following source proposition: This paper aims to contribute to the ongoing effort to create an AI governance framework that takes public confidence in AI policy into account. This proposition is pertinent to Kaal's source-bound claim that Regulatory sandboxes are an instance of regulatory decentralization: by lowering regulatory barriers and costs for testing disruptive technologies while protecting consumers, the regulator fosters innovation in increasingly decentralized products and services. 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: 0.393.
- The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

**Current debate.** AI in Public Governance: Ensuring Rights and Innovation in Non-High-Risk AI Systems in the United States: https://doi.org/10.47672/ejt.2577

**Extends.** kaal:claim:3808852-038: https://wulfkaal.github.io/claims/3808852-038

**Scholarly basis.** Wulf A. Kaal, Decentralization and Feedback Effects (2021). SSRN: https://ssrn.com/abstract=3808852

**Source PDF sha256.** `31e91158fdeefebc2f0be54ebf89751f7cdd4c89ecea932888f5ba9be6b1caba`

**Evidence level.** abstract indexed

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

**Mapping confidence.** 0.393  **Mapping ambiguous.** true

**Topics.** decentralization, innovation, historical-response, scholarly-literature, crossref

**Provenance.** Affirmed in kaal-review:2026-07-31:streaming-etl-0009 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.