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![sergey_tutoov Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1364028037273165825.png) 💎 WEB3MAN.exe [@sergey_tutoov](/creator/twitter/sergey_tutoov) on x XXX followers
Created: 2025-07-19 15:25:00 UTC

It’s amazing how @YumaGroup incentivizes miners, truly boosting polkadot network quality. This next-gen decentralized AI feels mature and manageable, not just an experiment. At the same time, seeing @MacrocosmosAI train a 15B model on Subnet X shows compute can be global and transparent. I believe these mechanisms will prevent chaos in new launches and boost trust in the ecosystem.


XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946592113665139114/c:line.svg)

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

[Post Link](https://x.com/sergey_tutoov/status/1946592113665139114)