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This model is pretty sassy, later in the thinking trace it said: Self-check: Am I being too pedantic? Nah—if someone asks for impossible things, it’s better to gently correct than make fake art that could confuse them.

I don't know, I don't find that type of output witty or illuminating in any way now. I'd encourage LLM builders and researchers to move away from the quirky/funny crap as soon as possible in every model they produce besides possibly a jokey model that people like to banter with.

That text it's actually intended to be visible to the user, it's part of the hidden "thinking" trace Don't lose sight of the fact that this is a TINY model that was released by a Chinese AI lab - it's a 4GB file that runs on my laptop, that's 30-100x smaller than most of the models people use

I wonder if we're ready for LLM chains being used as 'embedded systems' that can do very complex things with no access to the internet whatsoever. I'm using incorrect terminology, by 'llm chains' I mean several stages of output verification being done by unique LLMs checking prev stage's work. >

We are getting close, the local models that fit on my 64GB Mac have improved dramatically in the last six months, and the tiny ones (like Qwen 3 4B) that fit in 8GB of RAM are getting surprisingly capable too