If it's not trained on my data, it's going to be something on the order of a 500-shot prompt. This is a complex application with more corner cases than I'd like.
As are, honestly, most projects I work on.
There are already Jev-shaped open weight local models coming out that can be fine-tuned on specific data. We'll see which of them the community settles on.