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![Nick_Researcher Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::331204922.png) Nick Research [@Nick_Researcher](/creator/twitter/Nick_Researcher) on x 14.8K followers
Created: 2025-07-23 04:32:45 UTC

➥ We’re in the middle of an LLM arms race

As of July 2025, there are 1,200+ open-source models with >1B parameters

And every week more arrive, each claiming to be smarter, faster, cheaper

But here’s the problem nobody wants to talk about

→ What happens when two agents give different answers?
→ What if one is right today but wrong tomorrow?

There’s no arbitration layer

And that’s where the real #AI risk lives

▸ Not in agents being dumb
▸ But in agents being confident & disagreeing with no system of truth to settle it

That’s why @Mira_Network is building a referee network = a shared truth layer 

Peace only exists if someone can enforce the rules

![](https://pbs.twimg.com/media/Gwg_zmsbEAEBiRE.jpg)

XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947877520726233517/c:line.svg)

**Related Topics**
[1b](/topic/1b)
[llm](/topic/llm)

[Post Link](https://x.com/Nick_Researcher/status/1947877520726233517)