I find Qwen3.5 is the best at toolcalling and agent use, otherwise Gemma4 is a very solid all-rounder and it should be the first you try. Tbh gpt-oss is still good to this day, are you running into any problems w it?
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I also recommend gemma4 or qwen3.5. Both super solid in my experience for how lightweight they are
I suggest looking at llm arena leaderboards filtered by open weight models. It offers benchmarks at a very complete and statistically detailed level for models, and usually is quite up to date when new models come out. The new Gemma that just came out might be the best for 1x GPU, and if you have a bunch of vram check out the larger Chinese models
I'm not on there, but you might have more luck in !localllama@sh.itjust.works
You might also want to list the hardware that you plan to use, since that'll constrain what you can reasonably run.
I'm running gemma4 26b MOE for most of my agent calls. I use glm5:cloud for my development agent because 26b struggles when the context windows gets too big.
Just curious, what does "some automation" entail? I thought LLMs could only work with text, like summarize documents and that sort of thing.
It's done by software using an LLM, not just a raw LLM. They do only work with text, but you can get it to output the text "get_weather(mylocation)", and instead of just outputting that directly to the user, the software running on top of the LLM runs a " get_weather" function that calls some weather API. The result of that function is then output to the user.
Any time you see an "AI" taking "actions", this is what happens in the background for every action.
That's cool, it just... does those things? How does it connect to those apps? I can't even get Gemini to set a reminder and that's on a Google device.
That was actually super helpful, thank you.
These days they can also chain together tools, keep a working memory etc. Look at Claude Code if you're curious. It's come very far very quickly in the last 12 months.
I'm in the same boat. You'll get better responses if you post your machine specs. I
What are your computer specs?
I’d use some Chinese model. Qwen3.5 Claude 4.6 distilled ablitirated is what I use
Have you tried the new gemma4 models? The e4b fits in the 12gb memory and is pretty good. Or you can use 31b too, if you're okay with offloading to CPU.
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