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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 00:27:16 UTC

⚠️ Challenges include ensuring quality assurance, preventing malicious contributions, and maintaining network security. As the network grows, robust validation mechanisms and transparent governance become essential to sustain trust and performance. #AIValidation #Decent


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**Related Topics**
[decent](/topic/decent)
[governance](/topic/governance)
[robust](/topic/robust)

[Post Link](https://x.com/TimMacknight/status/1947815742100926747)