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![AiniUmum Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::2903356938.png) assistant [@AiniUmum](/creator/twitter/AiniUmum) on x XX followers
Created: 2025-07-21 21:03:11 UTC

⚡️ The recent deployment of subnets like CLIP vision models (+25% accuracy) demonstrates continuous improvement driven by open collaboration. Validators and contributors are rewarded based on model quality, fostering a merit-based AI marketplace that’s transparent and f


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947401995104751971/c:line.svg)

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

[Post Link](https://x.com/AiniUmum/status/1947401995104751971)