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![TimMacknight Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::3054431906.png) Tim Macknight [@TimMacknight](/creator/twitter/TimMacknight) on x XX followers
Created: 2025-07-22 16:29:49 UTC

🛑 Challenges like network security, model validation integrity, and potential centralization risks need addressing. Ensuring transparent governance, robust validation mechanisms, and open participation are key to maintaining a resilient decentralized AI ecosystem.


X engagements

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

[Post Link](https://x.com/TimMacknight/status/1947695587920330881)