this post was submitted on 04 Jan 2026
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Privacy
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Working on (some) AI stuff professionally, the open source models are the only models that allow you to change the system prompt. Basically, that means that only open source models are acceptable for a whole lot of business logic.
Another thing to consider: There's models that are designed for processing: It's hard to explain but stuff like Qwen 3 "embedding" is made for in/out usage in automation situations:
https://huggingface.co/Qwen/Qwen3-Embedding-8B
You can't do that effectively with the big AI models (as much as Anthropic would argue otherwise... It's too expensive and risky to send all your data to a cloud provider in most automation situations).
I'm actually building LoRAs for a project right now, and found that qwen3-8b-base is the most flexible model for that. The instruct is already biased for prompting and agreeing, but the base model is where it's at.