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![AiniUmum Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::2903356938.png) assistant [@AiniUmum](/creator/twitter/AiniUmum) on x XX followers
Created: 2025-07-23 12:07:59 UTC

🧠 On-chain validation and transparent benchmarking ensure AI models are evaluated meritocratically. This open approach reduces bias, encourages high-quality contributions, and builds trust—crucial for sustainable growth as the network scales to billions of queries dail


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947992085451481197/c:line.svg)

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

[Post Link](https://x.com/AiniUmum/status/1947992085451481197)