← Courses & classroom practice

TEACHER JUDGMENT · STUDENT OWNERSHIP

My approach
to AI.

AI helps me build. Students do the thinking.

How I build and review lessons.

I put substantial time and care into designing these lessons, often starting with my own existing materials. I “vibe-code” with ChatGPT: I describe what I want an activity to do, then review and revise the code and content it helps produce. I set the teaching goals, check the sources, and remain responsible for what I share.

Transparent with students, always. I explain what I created myself, what I have “AI-ified”—adapted or made interactive with AI assistance—and what I have borrowed from other creators. Using AI does not turn someone else’s work into mine.

“I would never use AI for something I could not do by myself otherwise.”

— David Cutler, Edutopia · October 24, 2025 ↗

In that article, I explain why teacher judgment matters: educators bring knowledge and experience to evaluating AI’s output. Students are still developing those foundations. Having AI do their writing can bypass the reasoning and practice they need. I distinguish explicitly supervised learning activities from using AI to produce students’ work, and explain my own use openly.

In practice.

See how I revised this year’s AP course →

Eyeballs over screens: my classroom approach & Horvath interview →

Explore the review activities →