AI-Proofing Your Classroom — Sort Of

Source: Sydney Sullivan Substack
Author: Sydney Sullivan
Original source: https://sydneysullivanphd.substack.com/p/ai-proofing-your-classroom-sort-of Source type: essay

Private backup: the full article text is archived in the private repository at archives/articles/sydneysullivanphd-substack-com-ai-proofing-your-classroom-sort-of.source.md. It is not published on the public Quartz site.

Summary

Sydney Sullivan argues that “AI-proofing” is the wrong frame: rather than designing assignments around suspicion and cheating prevention, educators should redesign classrooms around student agency, growth, and authentic learning. She suggests that students often misuse AI because schooling rewards performance and competition over learning, so harsher rules alone do not address the root problem. The article offers practical redesign moves including short video reflections, co-created AI policies, and flipped classrooms that preserve live time for discussion, collaboration, and real-time assessment. The throughline is that AI should prompt educators to reduce busywork and build more meaningful learning environments.

Pull quotes

Learning over credentialing

“Instead, I’m re-centering my pedagogy around learning rather than credentialing—something scholars like John Warner and Jesse Stommel have long argued for.”

Ask why students outsource

“Instead, we should be asking: Why do students feel the need to outsource their work to AI in the first place?”

Class time for what AI cannot do

“Second, they preserve class time for the kind of work AI can’t do well: authentic discussion, debate, collaboration, and reflection.”

Big ideas

Claims

Key evidence and examples

  • The article cites research on student cheating motivations, especially the desire to get ahead in performance-oriented environments.
  • Sullivan replaces weekly written discussion posts with short video check-ins that ask students to reflect, question, and connect concepts to their lives.
  • Students use Padlet and small-group discussion to define ethical and unethical AI use in the course.
  • Flipped classroom design is used to preserve live time for discussion, debate, collaboration, reflection, and real-time assessment.

Education relevance

High relevance for classroom instructors seeking alternatives to surveillance, bans, punitive academic-integrity policies, and low-value discussion-board work.

Durability note

Durability: High. The tactics may shift as tools change, but the underlying classroom move from suspicion and credentialing toward agency, voice, and authentic evidence of learning is durable.

My notes