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![FangfangGuo Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::3004491239.png) Fangfang Guo [@FangfangGuo](/creator/twitter/FangfangGuo) on x XX followers
Created: 2025-07-27 01:42:24 UTC

⚡️ Validator and miner collaboration ensures secure, transparent validation of AI models—crucial for maintaining quality and trust in a decentralized environment. As subnet parameters grow and models improve, the incentive mechanisms keep AI contributions aligned with n


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1949284202056237312/c:line.svg)

**Related Topics**
[decentralized](/topic/decentralized)
[coins ai](/topic/coins-ai)

[Post Link](https://x.com/FangfangGuo/status/1949284202056237312)