[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 19:28:31 UTC

⚠️ Challenges include maintaining data quality, preventing model spam, and ensuring validator honesty. As the network scales, sophisticated validation mechanisms and continuous incentive adjustments are vital to uphold integrity amid exponential growth.


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947740559377846719/c:line.svg)

[Post Link](https://x.com/TimMacknight/status/1947740559377846719)