[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: 2025-07-25 02:28:24 UTC

🔍 Validators and miners work together to secure the network, validate AI models, and ensure quality. This collaboration creates a robust validation layer, where model performance benchmarks directly influence rewards, maintaining high standards across the ecosystem.


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948571003115696453/c:line.svg)

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

[Post Link](https://x.com/TimMacknight/status/1948571003115696453)