Guy that stole the whole internet is now concerned about other models learning from his grand theft? Make that make sense.

That is a fair question. Probably one could inspiration by https://github.com/lustre-labs/lustre

Thanks, looks interesting!

I’m not sure. Elon states Opus level. Might score on speed and token efficiency though.

Brings back memories. One of my earlier Linux touch points. There was also this sibling Kanotix. Good times.

Thieves stealing from each other? No way. Guess on what anthropic trained their data.

Using RubyLLM in production for https://usetix.io It drives our event chat agent that is enhanced with toolcalls etc. Super happy with it.

Care to elaborate on this?

Well the difference here is that you're overly simplifying complex biology and many other factors whereas llms are in fact actually simple mathematical models. As always, the devil lies in the details. Dismissing intricacies is a useful tool for daydreamers, not so much for engineers.

LLMs actually aren't simple Markov chains tho, your also simplifying. and LLMs trained with RLVR aren't just optimized over the space of functions (like gpt2 was), they're optimized over the space of programs (programs under some length). You find the ideal algorithm that can do the task you need it to.

RLVR is a process which updates the Markov chain

And often it’s not perfect either. Just because one is true it doesn’t dismiss the other

Ok, it is nice to see another great open source model. Not sure what to think of all these benchmarks but GLM was already quite strong before so an update is very welcome.