How do you teach didactics to PhD students who have never taught?

I run a short course on university teaching for doctoral students, and most of them have no classroom experience at all.

I'm torn between starting with learning theory and starting with practical planning tasks they can use right away.

For those of you who teach similar courses, what sequence or activities have worked best?