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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: 2025-07-18 23:14:19 UTC

🌐 Decentralized AI via Bittensor ensures merit-based model evolution—no black-box bias, just transparent validation. Validators and miners collaborate to maintain network integrity, incentivized by TAO tokens that reward meaningful AI contributions, democratizing acces


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946347831268143534/c:line.svg)

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[Post Link](https://x.com/chiragdwk/status/1946347831268143534)