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I don't know what is typical, but when I use AI locally I've been running llama-cpp with models grabbed from HF (ex. QwenCoder). Then in my VS code plugin (RooCode) I use the "OpenAI compatible" option to point it at my local server.
Not sure how hard that is to get working, but my hope is that "OpenAI Compatible" helps.