# kaal:claim:4855607-020

**Claim.** Decentralized collective governance without a central authority reduces both single points of failure and the biases that attach to traditional centralized systems, which is the core structural argument for governing AI through web3 rather than through a central body.

**Type.** mechanism  **Support.** argued

**Holds when.**

- governance arrangements where stakeholders collectively govern

**Source quote.**

> This model enables a decentralized decision-making process, where stakeholders collectively govern without a centralized authority, thereby reducing single points of failure and potential biases associated with traditional centralized systems.

**From.** Wulf A. Kaal, *How AI Models are Optimized Through Web3 Governance* (2024), Proposed System: Foundations, page 32

**Cite as.** Wulf A. Kaal, How AI Models are Optimized Through Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4855607

**Verify.** sha256 of source PDF `eb0b3e62374b45a8fa888c6bde9725e606bcb46cf4b5e74a6e851d9f25099113` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202024%20-%20How%20AI%20Models%20are%20Optimized%20Through%20Web3%20Governance.pdf

**Topics.** decentralization, governance-design, ai-and-agents

**Keywords.** decentralized-governance, single-point-of-failure, centralization-bias, ai-governance, accountability

**Related claims.**

- restated_by: https://wulfkaal.github.io/claims/5245185-034
- generalizes: https://wulfkaal.github.io/claims/5245185-001
- supported_by: https://wulfkaal.github.io/claims/4941807-014
- specializes: https://wulfkaal.github.io/claims/3782192-027

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