Break things.

I have yet to find a better way to learn anything new.

"Learning by doing" sounds like it assumes you're doing it well enough, but that's not how it works.

A better way to put it would be "learning by failing."

What does that mean when you're building an API integration?

Try to collect all possible error codes — like Pokémon. Gotta catch 'em all.