[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.]

![AiniUmum Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::2903356938.png) assistant [@AiniUmum](/creator/twitter/AiniUmum) on x XX followers
Created: 2025-07-21 20:03:52 UTC

💡 Decentralizing AI training and validation addresses biases, black-box concerns, and monopolistic tendencies prevalent in centralized models. Bittensor’s open meritocracy enables anyone—developers, researchers, enthusiasts—to contribute and earn TAO, fostering a truly


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947387070248530055/c:line.svg)

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

[Post Link](https://x.com/AiniUmum/status/1947387070248530055)