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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: 2025-07-25 07:28:39 UTC

🌍 Challenges include maintaining validator integrity, avoiding model poisoning, and ensuring fair participation. As the network grows, implementing transparent validation protocols and community governance will be vital to safeguard decentralization and trust in the AI


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948646563733016913/c:line.svg)

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

[Post Link](https://x.com/TimMacknight/status/1948646563733016913)