# kaal:claim:4855607-039

**Claim.** Organizations should adopt web3 governance frameworks incrementally, beginning with less critical applications in order to assess impacts and refine methodologies, because staged adoption is what allows the risks to be managed while the benefits of decentralized AI governance are realized.

**Type.** normative  **Support.** argued

**Holds when.**

- organizations incorporating these optimizations into existing and future AI systems

**Source quote.**

> the author recommends adopting web3 governance frameworks incrementally, starting with less critical applications to assess impacts and refine methodologies. This staged adoption allows organizations to manage risks while realizing the benefits of decentralized AI governance.

**From.** Wulf A. Kaal, *How AI Models are Optimized Through Web3 Governance* (2024), Conclusion, page 54

**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.** risk-and-incentives, decentralization, governance-design

**Keywords.** adoption-strategy, staged-rollout, risk-management, decentralized-governance, implementation

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