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![chiragdwk Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::477552157.png) chirag upadhyay [@chiragdwk](/creator/twitter/chiragdwk) on x XX followers
Created: 2025-07-20 08:14:15 UTC

🌐 Decentralized AI validation ensures transparency and meritocracy—validators work collaboratively to verify models, preventing black-box biases. This collective effort accelerates trustworthy AI development, making Bittensor a truly open-source hub where anyone can co


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946846101723599195/c:line.svg)

**Related Topics**
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[Post Link](https://x.com/chiragdwk/status/1946846101723599195)