Audit, review, and improve course curricula, lesson structures, and syllabi — especially technical and AI-coding education. Produces a freshness audit, pedagogy and sequencing critique, layout-change proposals, and a clear overhaul-vs-iterate verdict. Use whenever the user shares a course outline, lesson summary, module list, or syllabus and asks to review, improve, modernize, restructure, or expand it — including phrases like "is my course outdated", "suggest improvements to these lessons", "does this need an overhaul", or any mention of the Vibecoding platform course content.
