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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 19:27:16 UTC

⚠️ Challenges remain: ensuring data quality, preventing malicious models, and maintaining fair validation are critical. As the network scales, implementing rigorous validation protocols and community governance will be vital to sustain trust & decentralization.


X engagements

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**Related Topics**
[decentralization](/topic/decentralization)
[governance](/topic/governance)

[Post Link](https://x.com/TimMacknight/status/1947740245677502920)