How do you improve evaluation when working with Reinforcement Learning?

[chloe_builder]

There are several ways to approach Reinforcement Learning, so I wanted to compare experiences.

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

Which approach would you recommend and why?