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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 02:35:25 UTC

⚠️ Challenges remain—such as securing quality assurance, preventing model bias, and managing network scalability. Without proper safeguards, the network risks fragmentation or exploitation, underscoring the need for transparent validation & robust governance mechanisms.


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**Related Topics**
[scalability](/topic/scalability)

[Post Link](https://x.com/TimMacknight/status/1947485607250333697)