Verification Is More Than Fact-Checking
AI-generated content can look polished, complete, and convincing even when it contains weak reasoning, missing context, or inaccurate information. Teaching students to verify AI means going beyond simple fact-checking to examine sources, assumptions, evidence, completeness, and whether an answer is reliable enough for its intended purpose.
Cognitive Offloading: What Should We Hand Over to AI?
AI can make learning easier, but easier does not always mean better. Cognitive offloading can free students to focus on more meaningful thinking, but it can also remove the very effort needed to build understanding, judgment, and independence. The challenge is helping students decide what they can responsibly hand over to AI—and what thinking they still need to do themselves.
Making Student Thinking Visible
AI has not changed what learning is, but it has exposed how difficult it can be to see. Too often, we assess the final product without understanding the thinking that produced it. In an AI-rich world, instructional design must shift toward making reasoning, decision-making, and reflection visible. Small changes, such as asking students to justify their choices or explain their process, can provide richer evidence of learning while helping students develop the metacognitive skills that matter most.
Designing Assignments That Keep Students Thinking
AI can generate information. Learning happens when students evaluate it. Rather than trying to design assignments that prevent AI use, faculty can design assignments that make student thinking visible. The goal isn't to outsmart AI, it's to create opportunities for students to explain, justify, evaluate, and apply their thinking in ways that reflect genuine learning.
Can AI Support Social Metacognition?
Learning often happens when our assumptions are challenged and our thinking evolves. Traditionally, peers, instructors, and collaborative activities have helped create those moments. But could AI also play a role? This post explores the possibility of using AI personas to encourage perspective-taking, reflection, and metacognitive awareness—a concept I'm calling Synthetic Social Metacognition.