AI Commons Bulletin 4/21/2025

🤖 Term of the Day: AI Reliance
The term AI reliance refers to how a student behaves with AI: reflective, cautious, thoughtless, or collaborative. Considering the scale of AI use could help instructors identify patterns of reliance to inform how to approach AI in the their courses.

Learn MorePew Research Center. (2025, April 3). How the U.S. public and AI experts view artificial intelligence.

📖 AI Literacy as a Public Need
AI experts are overwhelmingly optimistic about AI’s impact, but the public is far more skeptical. Instructors may find themselves caught between top-down AI enthusiasm and student ambivalence or fear. There is a need for AI literacy in order for students to understand how it works, who makes it, and what it could mean to their fields or futures.

Learn MorePew Research Center. (2025, April 3). How the U.S. public and AI experts view artificial intelligence.

🎭 Role-Based Prompts for Students
Teaching students to use roles activates a more satisfying interaction with AI tools, at least compared to generic prompts. Consider including prompt techniques for classroom use.

Learn MoreLouatouate & Zeriouh, 2025, JCSTS.

🤔 LLMs are Inconsistent
Benchmarking LLMs is more complicated than traditional technology; tests overestimate model reliability, and existing metrics can mask how inconsistent LLMs are, especially in high-stakes academic tasks.

Learn More: Meincke, Lennart and Mollick, Ethan R. and Mollick, Lilach and Shapiro, Dan, Prompting Science Report 1: Prompt Engineering is Complicated and Contingent (March 04, 2025).