Reading an answer
CARE
A practical approach for examining and improving an AI answer.
Published approachExplore CAREIdeas & tools
A question.
A way forward.
Approaches you can read, examine, teach, and put to work. Start with the question that matters to you.
Make sense of AI answers.
Start with the answer, the evidence, and the thinking you bring to the interaction.
Develop practical capability.
Make prompting, context, and AI literacy easier to discuss and teach.
Prompting
CLEAR
Five principles for writing, testing, and improving prompts.
Published 2023Explore CLEARContext engineering
PASTAS
Six considerations for the conditions under which an AI agent works.
Published 2026Explore PASTASLearning & development
Universal AI Literacy Framework
Five components, with four progressive levels within each component.
2025 preprintExplore the frameworkResearch & teaching
From studies to practice
National surveys, professional learning programs, and teaching about AI delegation.
Published studies & current projectsExplore the workAct at an institutional scale.
Connect individual capability with organizational learning and the stewardship of knowledge.
Organizational learning
Anchored Adaptation
A method for acting, learning, and deciding while technology and evidence continue to change.
Method & practice resourcesExplore the methodKnowledge governance
Collections, evidence & AI
Institutional work on provenance, conditions for AI use, and shared practice.
UVA & collective initiativesExplore the initiatives