How do you improve evaluation when working with llama.cpp?

[emilytech48]

There are several ways to approach llama.cpp, so I wanted to compare experiences.

I am particularly interested in evaluation and useful tools. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

Which approach would you recommend and why?