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![satine9654 Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1770841306559844352.png) satine9654 [@satine9654](/creator/twitter/satine9654) on x XX followers
Created: 2025-07-25 21:17:27 UTC

🔍 Validation in Bittensor is transparent and merit-based—models are evaluated through decentralized consensus rather than black-box algorithms. This ensures AI quality and alignment with human values, building trust in a truly open and fair AI ecosystem.


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948855136932999464/c:line.svg)

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[Post Link](https://x.com/satine9654/status/1948855136932999464)