AI-generated syllabi are a starting point, not a finished product. Every course passes through a human-verification and moderation queue before it's publishable, checking structure, accuracy, and disclosure of sponsorship or AI authorship. This is the pipeline that lets the catalog scale into tens of thousands of courses without becoming a pile of unreviewed AI output.