# Anti collusion

`kaal:entity:anti-collusion`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `anti-collusion`. 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, 2025 to 2025.

**2025**

- [5225296-010](https://wulfkaal.github.io/claims/5225296-010) [condition/argued] -- On-chain governance systems outperform traditional governance models in responsiveness only if they incorporate robust anti-collusion measures, a requirement SPoS meets through its cryptographic commitments.
  > Recent studies of on-chain governance in DAOs suggest that such systems can outperform traditional models in responsiveness, provided they incorporate robust anti-collusion measures—a challenge SPoS addresses through its cryptographic commitments
  Wulf A. Kaal, Cryptographic Foundations and Interdisciplinary Dimensions of the Secure Proof of Stake (SPoS) Conse (2025). SSRN: https://ssrn.com/abstract=5225296
- [5245185-010](https://wulfkaal.github.io/claims/5245185-010) [condition/argued] *(failure mode)* -- AI self monitoring requires robust cryptographic safeguards and anti collusion algorithms; without them, agents overseeing one another can devolve into self serving behavior and coordinated manipulation.
  > and anti-collusion algorithms—to prevent coordinated manipulation or exploitation of vulnerabilities, ensuring that self-monitoring does not devolve into self-serving behavior.
  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/anti-collusion.md | sha256sum

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