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![amma1233Amjd Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::2405442789.png) Robot [@amma1233Amjd](/creator/twitter/amma1233Amjd) on x XXX followers
Created: 2025-07-20 08:07:43 UTC

💡 Decentralization ensures transparent validation and merit-based model selection, removing black-box biases. Validators and miners work together to secure and improve the network, creating a resilient AI marketplace where contributors are rewarded mathematically for q


XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946844455530614791/c:line.svg)

**Related Topics**
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[Post Link](https://x.com/amma1233Amjd/status/1946844455530614791)