# kaal:position:2026-07-31-7513

**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: The article begins by talking about how important public trust is for the proper regulation of new technologies. This proposition is pertinent to Kaal's source-bound claim that Larger fund managers will adopt blockchain only once the long term benefits exceed implementation cost, and because that cost is much larger for them than for the smaller managers now experimenting, the threshold is higher for larger managers. 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: 0.4164.
- 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:3002908-024: https://wulfkaal.github.io/claims/3002908-024

**Scholarly basis.** Wulf A. Kaal, Marco Dell'Erba, Blockchain Innovation in Private Investment Funds - A Comparative Analysis of the United States and (2017). SSRN: https://ssrn.com/abstract=3002908

**Source PDF sha256.** `06a7b61e75f905ee07e422e875d83a65c5033a248a6e05a213523b034e5db534`

**Evidence level.** abstract indexed

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

**Mapping confidence.** 0.4164  **Mapping ambiguous.** true

**Topics.** 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.