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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 05:59:36 UTC

🧠 Decentralized AI model training and validation drive true meritocracy, leveraging economic incentives that reward quality contributions over hype. Bittensor’s subnet architecture ensures specialized, collaborative models compete fairly, fostering innovation at scale. #TAO


XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946812216071610769/c:line.svg)

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

[Post Link](https://x.com/chiragdwk/status/1946812216071610769)