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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 00:33:37 UTC

⚠️ Challenges include maintaining quality assurance at scale, preventing model bias, and ensuring fair validation. As the network grows, robust governance mechanisms and transparent evaluation criteria are essential to uphold trust and integrity in AI contributions.


XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947454952806482343/c:line.svg)

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[Post Link](https://x.com/TimMacknight/status/1947454952806482343)