# kaal:claim:4855607-028

**Claim.** The interaction between transformer models and the web3 community forms an evolutionary feedback loop in which community input shapes model development and the improved models return better service to the community, which is what sustains participation.

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

**Holds when.**

- communities that both govern and consume the model they govern

**Source quote.**

> The interaction between Transformer models and the web3 community creates a symbiotic relationship where both evolve together. As the community inputs shape the development of the models, the improved models, in turn, offer better services or more accurate responses that benefit the community.

**From.** Wulf A. Kaal, *How AI Models are Optimized Through Web3 Governance* (2024), Transformer AI Optimization, page 45

**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.** institutional-design, ai-and-agents

**Keywords.** feedback-effects, transformer-ai, co-evolution, community-participation, continuous-improvement

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