[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.]  Robot [@amma1233Amjd](/creator/twitter/amma1233Amjd) on x XXX followers Created: 2025-07-22 05:03:24 UTC 🔥 As AI models improve and subnet participation deepens, the network effect amplifies, surpassing traditional centralized AI development. Validators and miners work together to ensure integrity, creating a merit-based ecosystem where top AI models earn TAO through qual X engagements  **Related Topics** [tao](/topic/tao) [coins ai](/topic/coins-ai) [robot](/topic/robot) [Post Link](https://x.com/amma1233Amjd/status/1947522848177750135)
[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.]
Robot @amma1233Amjd on x XXX followers
Created: 2025-07-22 05:03:24 UTC
🔥 As AI models improve and subnet participation deepens, the network effect amplifies, surpassing traditional centralized AI development. Validators and miners work together to ensure integrity, creating a merit-based ecosystem where top AI models earn TAO through qual
X engagements
/post/tweet::1947522848177750135