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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 03:32:01 UTC

🔍 Challenges include maintaining network security, preventing model bias, and ensuring fair evaluation. As the network scales, mechanisms like transparent validation and community governance will be vital to uphold trust and integrity in the decentralized AI marketplac


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947499851261890820/c:line.svg)

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

[Post Link](https://x.com/TimMacknight/status/1947499851261890820)