# Quality controls

`kaal:entity:quality-controls`

**Status.** derived

This node is assembled mechanically from the 3 claims that carry the concept tag `quality-controls`. It is a roster of what the corpus says under this term. It is **not** an adjudicated definition: no single statement here has been ruled canonical, and no first-appearance call has been made. Read the claims and judge for yourself.

## Every claim under this term

3 claims across 3 works, 2021 to 2024.

**2021**

- [3995709-021](https://wulfkaal.github.io/claims/3995709-021) [failure/argued] *(failure mode)* -- Cartel power undermines attempts by other industry players to create internal or external controls on the quality of code reviews, leaving the public with no or very weak control over the quality of the code review services it receives.
  > The cartel power also undermines attempts by other industry players to create internal or external controls on the quality of code reviews. As a result, the public has no or very weak control over the quality of code review services it receives.
  Wulf A. Kaal, How DAOs Optimize Open-Source Code Reviews and Create Open-Source Standards (2021). SSRN: https://ssrn.com/abstract=3995709

**2024**

- [4734750-018](https://wulfkaal.github.io/claims/4734750-018) [failure/argued] *(failure mode)* -- Centralized market power blocks other industry players from establishing internal or external controls on code review quality, so the public has no or very weak control over the quality of the review services it receives.
  > The centralized power also undermines attempts by other industry players to create internal or external controls on the quality of code reviews. As a result, the public has no or very weak control over the quality of code review services it receives.
  Wulf A. Kaal, Code Review DAO (2024). SSRN: https://ssrn.com/abstract=4734750
- [4755632-025](https://wulfkaal.github.io/claims/4755632-025) [failure/argued] *(failure mode)* -- Concentrated market power in code review undermines internal and external quality controls, leaving the public with no or very weak control over the quality of code review services, and it eliminates downward price pressure because job posters cannot afford to shop for better-priced reviews.
  > The centralized power also undermines attempts by other industry players to create internal or external controls on the quality of code reviews. As a result, the public has no or very weak control over the quality of code review services it receives.
  Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632

## Verify

Every claim above resolves to a record carrying a verbatim source quote, the sha256 of the source PDF, and a preformatted citation. Nothing here asks to be taken on trust.

    curl -s https://wulfkaal.github.io/entities/quality-controls.md | sha256sum

**Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.