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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 02:28:08 UTC

🧠 Decentralized validation is key to AI alignment—validators collectively ensure models meet safety and performance standards, reducing black-box risks. This transparent process promotes trustworthy AI development, essential for general intelligence breakthroughs and r


X engagements

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[Post Link](https://x.com/TimMacknight/status/1947846158598214142)