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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 02:31:13 UTC

🌟 Solution: continuous development of reputation systems, layered validation, and community moderation can mitigate risks. Incentivizing honest participation ensures the network remains resilient, aligning economic incentives with AI quality and security.


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948571710266986707/c:line.svg)

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

[Post Link](https://x.com/TimMacknight/status/1948571710266986707)