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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: 2025-07-25 01:27:10 UTC

⚠️ Challenges like model alignment, scalability, and incentivization remain. Ensuring fair rewards and preventing centralization risks require robust governance and adaptive mechanisms, especially as network complexity and participant diversity increase.


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

[Post Link](https://x.com/TimMacknight/status/1948555593762971656)

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

TimMacknight Avatar Tim Macknight @TimMacknight on x XX followers Created: 2025-07-25 01:27:10 UTC

⚠️ Challenges like model alignment, scalability, and incentivization remain. Ensuring fair rewards and preventing centralization risks require robust governance and adaptive mechanisms, especially as network complexity and participant diversity increase.

X engagements

Engagements Line Chart

Related Topics governance robust

Post Link

post/tweet::1948555593762971656
/post/tweet::1948555593762971656