Think of the difference between knowing a language’s grammar and being able to hold a conversation. Someone with AI fluency can, for example, hand a coding assistant a clear task, spot when its output is wrong, break a big job into steps an agent can handle, and decide which parts still need human judgment.
In this glossary, AI literacy is the broader baseline: understanding what AI is, what it can’t do and what risks it carries. We use fluency for the hands-on practice. Frameworks overlap: Dakan, Feller and Anthropic’s AI Fluency Framework combines delegation, describing work, assessing outputs and taking responsibility for how AI is used. This glossary’s literacy-versus-fluency distinction is a teaching aid, not a universal standard.
Why it matters
As AI tools spread through everyday work, teams increasingly treat fluent use as a job skill to hire for, train and evaluate, rather than a personal hobby.
On the podcast
In episode 36, ChatPRD founder Claire Vo argues that engineering career ladders, from junior engineer to CTO, should include it: “I think we need to add AI fluency into that list” at 20:23. That is her recommendation, not an industry standard. Galileo sponsored episode 36; the sponsor mention is at 42:24.
In episode 59, Superhuman’s Loïc Houssier says his team still needs engineering fundamentals but is working out how to evaluate this skill in interviews: “But how to test AI fluency is something that we’re still figuring out” at 43:13. Galileo was the presenting sponsor of season three, which includes episode 59; the episode’s show notes carry the sponsorship.
Related terms
Prompt engineering is one part of AI fluency. Human in the loop describes where people stay involved.
Hear it from the guest
“I think we need to add AI fluency into that list.”
“But how to test AI fluency is something that we're still figuring out.”
Quotes lightly edited to remove filler words.
Sources
- Dakan, Feller and Anthropic: The AI Fluency Framework — Defines AI fluency through effective, efficient, ethical and safe interaction, with competencies in delegation, description, discernment and diligence; checked October 24, 2026.
- UNESCO: AI competency framework for students — UNESCO's framework sets out the knowledge, skills and values students need to understand and use AI responsibly, as a progression from understanding to applying and creating; checked October 24, 2026.
- Digital Education Council: AI Literacy Framework — Describes AI literacy across levels of understanding and application; useful background, rather than a separate definition of AI fluency; checked October 24, 2026.
