[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](https://lunarcrush.com/gi/w:24/cr:twitter::3054431906.png) Tim Macknight [@TimMacknight](/creator/twitter/TimMacknight) on x XX followers
Created: 2025-07-22 02:28:29 UTC

🔥 Challenges such as model validation bias, network scalability, and ensuring fair rewards are inherent in decentralized AI. Without proper mechanisms, these could hinder growth or introduce centralization risks, threatening the network's integrity. #AIChallenges #Dece


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947483859433521328/c:line.svg)

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

[Post Link](https://x.com/TimMacknight/status/1947483859433521328)