# kaal:position:2026-07-31-7457

**Affirmed position.** The artificial intelligence (AI) governance dilemma presents the following source proposition: While AI systems are often discussed in terms of efficiency, innovation, or risk, less attention has been devoted to the structural misalignment between those who design, control, deploy, and are affected by these systems. This proposition is pertinent to Kaal's source-bound claim that Private fund advisers' increasing use of blockchain technology, artificial intelligence, and big data is a distinct source of downward pressure on the traditional 2/20 fee structure that commentators have not examined. The proposed response is a qualification: 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: 0.4364.
- The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

**Current debate.** The artificial intelligence (AI) governance dilemma: https://doi.org/10.55892/jrg.v9i20.3182

**Extends.** kaal:claim:2959730-001: https://wulfkaal.github.io/claims/2959730-001

**Scholarly basis.** Wulf A. Kaal, Blockchain Applications and Fee Structure Developments in Private Investment Funds (2017). SSRN: https://ssrn.com/abstract=2959730

**Source PDF sha256.** `ebd86972d8817b0c1c80326ae5564476983cedba3f258ff3b2610f156b93fb50`

**Evidence level.** abstract indexed

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

**Mapping confidence.** 0.4364  **Mapping ambiguous.** true

**Topics.** blockchain, private-funds, 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.