# kaal:claim:4855607-040

**Claim.** Governance protocols themselves must be continuously evaluated and adapted, because without that ongoing revision AI models will neither maintain optimal performance nor stay in line with changing regulations and societal expectations.

**Type.** condition  **Support.** argued

**Holds when.**

- AI systems operating under regulations and societal expectations that change over time

**Source quote.**

> Moreover, continuously evaluating and adapting governance protocols is vital to maintain optimal performance of AI models and ensure they stay in line with changing regulations and societal expectations.

**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.** governance-design

**Keywords.** dynamic-governance, protocol-revision, regulatory-change, model-performance, societal-expectations

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