It's absolutely the case that LLMs give output that's inconsistent in quality, and the determining factor is your prompt. This is true for base models, fine tun

It's absolutely the case that LLMs give output that's inconsistent in quality, and the determining factor is your prompt. This is true for base models, fine tuned models, and everything else. Obviously other things matter too, but the lowest hanging fruit is usually "prompt better."