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![CaoimheFogarty Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::3044528864.png) Caoimhe Fogarty [@CaoimheFogarty](/creator/twitter/CaoimheFogarty) on x XX followers
Created: 2025-07-20 13:34:03 UTC

🧠 Decentralized validation ensures AI model transparency and fairness, breaking the black-box paradigm. Validators and miners collaborate to secure the network, rewarding quality contributions with mathematically precise incentives—fueling trust and innovation in AI de


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**Related Topics**
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[decentralized](/topic/decentralized)

[Post Link](https://x.com/CaoimheFogarty/status/1946926579377955236)