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![neural675_x Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1175392237.png) neuraX [@neural675_x](/creator/twitter/neural675_x) on x XX followers
Created: 2025-07-25 21:59:22 UTC

🔍 As AI models become more sophisticated and accurate, validation mechanisms will evolve—ensuring quality and fairness. The transparent, merit-based evaluation within Bittensor reduces black-box risks and builds trust, leading to higher staking and engagement from the


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948865684462862395/c:line.svg)

**Related Topics**
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[Post Link](https://x.com/neural675_x/status/1948865684462862395)