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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 11:03:51 UTC

🧠 Decentralized validation in Bittensor ensures transparent AI alignment by leveraging economic incentives that promote genuine model contributions over black-box tactics. This approach fosters trust, robustness, and true progress in collaborative AI development. #TAO #Bitt


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946164007284404273/c:line.svg)

**Related Topics**
[tao](/topic/tao)
[decentralized](/topic/decentralized)
[bittensor](/topic/bittensor)
[coins layer 1](/topic/coins-layer-1)
[coins dao](/topic/coins-dao)
[coins depin](/topic/coins-depin)
[coins oracle](/topic/coins-oracle)
[coins ai](/topic/coins-ai)

[Post Link](https://x.com/chiragdwk/status/1946164007284404273)