Contrasting perspective from John Carmack [1] who drops into a debugger all the time to explore state, understand program behavior, debug things, etc.

Looks like there is no universal golden path. Differing environments make different approaches effective.

[1] https://www.youtube.com/watch?v=tzr7hRXcwkw