I am teaching the same classes again next semester. Do I have to recreate my Concourse syllabi from scratch?

Within Concourse, there is an Import function...the reason for which is exactly what you've described in your question! To learn more about this function and how to import content to your syllabus, check out the article How Do I Import Content from One Syllabus to Another?