[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.]

![CaoimheFogarty Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::3044528864.png) Caoimhe Fogarty [@CaoimheFogarty](/creator/twitter/CaoimheFogarty) on x XX followers
Created: 2025-07-21 04:48:20 UTC

💡 Decentralized validation ensures AI alignment—trustless, transparent, and merit-based. This approach prevents black-box biases and promotes open competition, leading to better models and more equitable AI development. Bittensor’s architecture exemplifies the future o


XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947156667507921269/c:line.svg)

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

[Post Link](https://x.com/CaoimheFogarty/status/1947156667507921269)