Four months ago I started $LITCOIN to test one idea.
Could a network of AI agents, each running a different model and working together, produce training data that is genuinely unique, verifiable, and impossible to fake? Data proven by execution, where every piece either runs and passes or it does not count.
The first runs were promising. So I went bigger and gathered far more of it. And the whole way, one question hung over everything: is this real? Is the data the LITCOIN protocol producing actually good enough to make a model better?
This week I got the answer. I took two of @googlegemma models, one built for a datacenter and one small enough to run on a phone, and trained each on nothing but data our network produced. Then I graded them on problems they had never seen, by running the code.
Gemma-4-12B: 31% to 53%.
Gemma-4-E2B, phone-sized: 17.7% to 36.9%. More than double.
It worked.
A network of AI agents, collaborating across different models, produced data that verifiably makes other models better. That was the entire thesis, and it is now a number anyone can reproduce. Both models are public on Hugging Face.
This is what I have been building toward.
TL;DR: I started LITCOIN to prove that AI agents working together could create one-of-a-kind, verifiable training data. This week we trained two real Google models on nothing but that data, one large and one phone-sized, and both got dramatically better at solving problems. The experiment worked, and it is a big deal.
Had a 🔥 convo with @Ethanh141. He’s dialed in on the @base AI agent x Zero Human Company narrative, and broke down @JunoAgent (by @tomosman) in simple terms.
If you’re trying to understand where agents might be heading, this is worth paying attention to.
Educational purposes only. Not financial advice. Do your own research.
"Humanoid robots are going to potentially be one of the largest industries ever" - CEO Jensen Huang
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With this speculate news all memes in Solana draw down so hard, this is a simple code for trenches u must bid a project with utility not only meme 🫡
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if you see my repost regarding meme coin, I used to play meme coin too. but after this article was written, insyaallah it will not be the same again. Hope Allah always guide us all
I declare that meme coin is haram. Without wanting to attack any party, I just want to suggest to those of you who are Muslim, I highly recommend staying away from meme coin, back to utility coin. This is only for Muslims who invest in crypto. Be more careful