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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 04:33:55 UTC

⚠️ Challenges include ensuring fair validation, preventing malicious models, and maintaining network security amid open participation. Without proper governance, there's a risk of model bias, spam, or collusion—necessitating robust consensus mechanisms and transparent g


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**Related Topics**
[robust](/topic/robust)
[theres a](/topic/theres-a)
[governance](/topic/governance)

[Post Link](https://x.com/TimMacknight/status/1947877816583733672)