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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 19:30:57 UTC

🔥 Challenges include ensuring alignment across diverse models, preventing malicious contributions, and maintaining scalability. Decentralized validation mechanisms and reputation systems are vital to uphold quality and trust within the network. #AIValidation #Bittensor


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947741172534800503/c:line.svg)

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[Post Link](https://x.com/TimMacknight/status/1947741172534800503)