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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: 2025-07-19 02:54:28 UTC

🌐 The network effect of collaborative AI surpasses isolated efforts—validators, miners, and developers working together secure the system and validate models transparently. This meritocratic ecosystem democratizes AI development, making it accessible and resilient.


X engagements

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

[Post Link](https://x.com/CaoimheFogarty/status/1946403235738128666)