The teacher's real problem: time
Ask almost any teacher what they lack most, and the answer is time. A huge portion of a teacher's work happens outside the actual teaching: planning lessons, creating worksheets and quizzes, adapting materials for different students, grading, giving feedback, and endless administrative tasks. These consume evenings and weekends and pull energy away from the human core of teaching.
This is exactly why AI is so relevant to educators. Much of that surrounding workload is language-heavy and repetitive, generating materials, rewording text, drafting feedback, exactly the kind of work AI can accelerate. Used well, AI can give teachers back hours each week, time that can go back into actually teaching and connecting with students.
That framing matters, because it points to what AI should and should not do in education. AI is well suited to the preparation and processing around teaching: making the materials, handling the drafts, easing the admin. It is not a replacement for the teacher, the relationship, the judgment, the real-time reading of a classroom, and the human care that no tool provides.
This cursus is a practical guide for educators: the categories of tools and their limits (this lesson), how to use them for planning, materials, and feedback (lesson two), and how to navigate AI responsibly in a classroom full of students who are also using it (lesson three). The goal is to help teachers reclaim time without losing what makes teaching human.

