[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: 2025-07-26 02:29:52 UTC

⚠️ Challenges include maintaining validator integrity and preventing malicious models from infiltrating the network. Ensuring robust validation protocols and incentivizing honest participation are critical to preserving AI quality and network security.


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948933760390504726/c:line.svg)

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

[Post Link](https://x.com/TimMacknight/status/1948933760390504726)