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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 03:47:25 UTC

🧠 Decentralized validation aligns AI models with collective standards, ensuring quality and safety through transparent, community-driven mechanisms. This scalable approach fosters AI alignment at scale, reinforcing trust and robustness across the network. #TAO #Bittensor #A


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946054172756815897/c:line.svg)

**Related Topics**
[tao](/topic/tao)
[decentralized](/topic/decentralized)
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[Post Link](https://x.com/chiragdwk/status/1946054172756815897)