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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: 2025-07-26 19:27:04 UTC

🔍 Challenges remain: ensuring fair validator rewards, preventing collusion, and maintaining high-quality AI contributions. As the network grows, implementing adaptive incentive mechanisms and rigorous benchmarking will be key to sustaining decentralization and performa


X engagements

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

[Post Link](https://x.com/TimMacknight/status/1949189746129027107)