# kaal:claim:4755632-026

**Claim.** Because a limited number of players control the code review market and its outputs, the quality of code review is often suboptimal, and clients have little or no recourse when code proves flawed even after functionality and quality review.

**Type.** failure  **Support.** argued

**Holds when.**

- applies to the centralized code review market

**Source quote.**

> Moreover, there is little or no recourse for clients in cases in which the code proved to be flawed even after functionality and quality review.

**From.** Wulf A. Kaal, *AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning* (2024), Current Players in the Field: No Controls, page 37

**Cite as.** Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632

**Verify.** sha256 of source PDF `972ccebf0c06ac1767a9e443bb95942b7670e806a63c25ee817c368a64c8eca8` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202024%20-%20AI%20Learning%20-%20Decentralized%20Governance%20to%20Optimize%20Human%20Output%20Datasets%20for%20AI%20Learning.pdf

**Failure mode.** No Recourse for Flawed Reviews  (family: legal-personality-and-liability-gap)

**Topics.** open-source-and-code, economics

**Keywords.** code-review, accountability-gap, market-concentration, client-recourse

**Related claims.**

- extends: https://wulfkaal.github.io/claims/4734750-020
- restates: https://wulfkaal.github.io/claims/4734750-006
- supports: https://wulfkaal.github.io/claims/3995709-026
- extends: https://wulfkaal.github.io/claims/4734750-015

**Canonical form.** This markdown file is the canonical hashed representation of the claim. Its sha256 is the content hash used for attestation.