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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 11:46:27 UTC

⚡️ Validator and miner roles are crucial for network security and model validation, earning rewards through dynamic APYs like 18.5%. This incentivization aligns contributions with quality, ensuring a robust, merit-based ecosystem where the best AI models thrive through


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946899503258177785/c:line.svg)

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

[Post Link](https://x.com/chiragdwk/status/1946899503258177785)