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![Sevilaga Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1692875264630439937.png) Sevil [@Sevilaga](/creator/twitter/Sevilaga) on x XXX followers
Created: 2025-07-18 12:07:11 UTC

@maykel2028 ai speaks with confidence but truth stays uncertain single model systems carry bias and hallucination mira solves this by breaking content into claims verified through consensus and cryptography trust comes from transparency not size


XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946179941848011137/c:line.svg)

**Related Topics**
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[Post Link](https://x.com/Sevilaga/status/1946179941848011137)