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![GeoffreySola Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::2939500702.png) Geoffrey Sola [@GeoffreySola](/creator/twitter/GeoffreySola) on x XX followers
Created: 2025-07-26 15:22:27 UTC

🔍 Validator and miner collaboration secures the network and ensures rigorous model validation—eliminating bias and black-box issues. This transparent consensus mechanism promotes trust and meritocracy, aligning incentives for quality AI contributions across the decentr


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1949128186769387859/c:line.svg)

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[Post Link](https://x.com/GeoffreySola/status/1949128186769387859)