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![TimMacknight Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::3054431906.png) Tim Macknight [@TimMacknight](/creator/twitter/TimMacknight) on x XX followers
Created: 2025-07-23 05:29:34 UTC

💡 Beyond technical gains, this model promotes AI transparency & alignment. Validators ensure models meet standards, reducing black-box risks. This collective oversight helps steer AI toward beneficial outcomes, contrasting centralized black-box systems with decentraliz


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947891818827333887/c:line.svg)

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

[Post Link](https://x.com/TimMacknight/status/1947891818827333887)