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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 08:16:34 UTC

🧠 Decentralized AI model training and validation drive open-source innovation, ensuring merit-based competition and global participation. TAO incentives align contributions with network security, fostering a transparent, collaborative AI ecosystem that surpasses centralized


XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946846684836700449/c:line.svg)

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

[Post Link](https://x.com/chiragdwk/status/1946846684836700449)