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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: 2025-07-23 21:28:43 UTC

🛠️ Solution: Implement continuous benchmarking, transparent reward algorithms, and community governance to adapt to evolving AI models. Encouraging open participation and rigorous validation will help mitigate risks and foster a sustainable, merit-based ecosystem.


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[Post Link](https://x.com/TimMacknight/status/1948133197981852007)