# Accountability gap

`kaal:entity:accountability-gap`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `accountability-gap`. 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

2 claims across 2 works, 2024 to 2025.

**2024**

- [4755632-026](https://wulfkaal.github.io/claims/4755632-026) [failure/argued] *(failure mode)* -- 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.
  > 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.
  Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632

**2025**

- [5245185-006](https://wulfkaal.github.io/claims/5245185-006) [failure/evidenced] *(failure mode)* -- The decentralized architecture of blockchain itself complicates accountability by rendering oversight across distributed networks opaque, and that opacity jeopardizes adequate regulatory supervision of AI agents.
  > The decentralized nature of blockchain complicates accountability, rendering oversight across distributed networks opaque.42 This opacity jeopardizes adequate regulatory supervision of AI agents.
  Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185

## 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/accountability-gap.md | sha256sum

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