Start by describing your students’ current situation to Claude — what they’re struggling with now versus two or three years ago — and ask it to identify which lessons in your course are solving yesterday’s problems instead of today’s ones.
The Invisible Drift Problem
Student needs don’t change overnight, so it’s easy to miss when your course has drifted out of alignment with the people you’re actually serving. Three years ago, your students might have been overwhelmed by too many tools and too little guidance. Today, many of those same students are overwhelmed by too much AI output and not enough judgment about what to keep, edit, or throw away. The problem has evolved — and a course that doesn’t acknowledge that evolution will feel off even if students can’t say why.
AI has specifically changed what students need from educators in three ways. First, they need less “what to do” instruction because AI can often generate that. They need more “how to evaluate and decide” guidance. Second, they need fewer templates and more frameworks, because AI handles template generation. Third, they’re more likely to have already tried something and failed than to be starting from scratch — so the starting point of many lessons has moved.
How AI Helps You Realign
Write a brief description of your typical student in 2026: their current level of AI familiarity, what they’re using it for, where they’re getting stuck, and what outcome they’re most desperate for right now. Then paste your course outline and ask Claude: “Given this student profile, which lessons are solving problems that have already been solved or simplified by AI tools? Which lessons need to evolve to meet students where they actually are?”
The answer will typically surface two or three lessons that need significant rethinking and several others that just need their framing updated — the core content is still right, but the way you position the problem and the solution needs to reflect the AI-assisted world your students are now living in.
What This Means for Educators
The educators who stay relevant aren’t the ones who teach about AI — they’re the ones who consistently update what they teach to reflect how AI has changed the terrain. Your students are already using AI. Your course needs to meet them in that reality, not pretend it doesn’t exist or treat it as an add-on. Courses that acknowledge the changed landscape and help students navigate it get stronger reviews and better outcomes than courses that teach the same way they always have.
The Simple Rule
Every two years, rewrite the problem statement for each module. Not the content — just the opening paragraph that describes the challenge your student faces. If that problem statement still feels true and urgent, the module is current. If it feels like it’s describing an older version of your student’s life, the module needs updating. Use AI to help you write the new problem statements, then rebuild the lesson content around them.