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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 02:28:47 UTC

💡 Solution: Implement rigorous benchmarking protocols and community-driven governance proposals. Transparent metrics and adaptive reward schemes can mitigate risks, incentivize high-quality contributions, and foster a resilient, self-sustaining AI ecosystem.


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

[Post Link](https://x.com/TimMacknight/status/1948571100490682842)