AI Literacy Needs More Than a Better Prompt

The Public Library Association and Microsoft announced a collaboration on October 22 to expand free AI-skills resources and training through libraries. The announcement says the effort will cover practical use alongside privacy, accuracy, bias and how to assess AI-generated claims. Training is planned to begin in December 2026; the announcement describes plans, not evidence of results so far. (Read the ALA announcement)

That broader framing matters. Knowing how to prompt a tool is only one part of communicating well with it. People also need to ask: What claim is being made? What supports it? What information should stay private? And what remains uncertain?

A useful learning exercise could be to take one AI-generated answer, check its claims against reliable sources, then explain—in your own words—what you trust and what you don’t. That tests understanding, not just tool fluency.

What would help a community judge whether AI training improves people’s understanding, rather than only their confidence using the tools?