# Circularity

`kaal:entity:circularity`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `circularity`. 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 1 works, 2025 to 2025.

**2025**

- [5245185-026](https://wulfkaal.github.io/claims/5245185-026) [failure/argued] *(failure mode)* -- Centralized AI structures for monitoring AI agents create a self referential loop that is prone to systemic biases and blind spots, and their rigidity prevents adaptation to the dynamic nature of AI.
  > Centralized AI structures for AI agent monitoring create a self-referential loop prone to systemic biases and blind spots, while their rigidity fails to adapt to AI's dynamic nature.
  Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185
- [5245185-031](https://wulfkaal.github.io/claims/5245185-031) [failure/evidenced] *(failure mode)* -- Relying on centralized AI to simulate attack vectors is fallacious because it assumes the system can anticipate its own adaptive strategies, while evolving agents may simply bypass centralized defenses.
  > The circular reliance on AI to simulate attack vectors assumes it can anticipate its own adaptive strategies—an inherent fallacy as evolving agents may bypass centralized defenses.
  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/circularity.md | sha256sum

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