[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 01:35:23 UTC

🌐 Solution: Bittensor’s mathematical reward system and dynamic validator APYs incentivize high-quality AI contributions. Implementing adaptive reputation mechanisms and transparent governance can mitigate spam and foster a resilient, merit-based ecosystem.


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948557659998683446/c:line.svg)

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

[Post Link](https://x.com/TimMacknight/status/1948557659998683446)