# kaal:claim:5245185-034

**Claim.** Making governance decisions collectively through web3 consensus minimizes bias and single points of failure, because oversight is no longer subject to the limitations or errors of a solitary AI system.

**Type.** design  **Support.** argued

**Holds when.**

- consensus driven decision making among diverse stakeholders

**Source quote.**

> decentralized approach minimizes the risk of bias and single points of failure, as governance decisions are made collectively rather than being subject to the limitations or potential errors of a solitary AI system.

**From.** Wulf A. Kaal, *How can we Best Monitor AI Agents* (2025), 7.2. Decentralized Decision-Making, page 15

**Cite as.** Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185

**Verify.** sha256 of source PDF `4d7adba83ec722480e97bde6528cbe9ce98c709e45cb18794f157a64b8fe7da2` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20How%20can%20we%20Best%20Monitor%20AI%20Agents.pdf

**Topics.** decentralization, governance-design, consensus-and-security

**Keywords.** decentralized-governance, consensus, bias-mitigation, single-point-of-failure

**Related claims.**

- restates: https://wulfkaal.github.io/claims/4855607-020
- extends: https://wulfkaal.github.io/claims/4941807-014
- extends: https://wulfkaal.github.io/claims/4685567-017
- extends: https://wulfkaal.github.io/claims/3782191-022
- specializes: https://wulfkaal.github.io/claims/4900878-033

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