The AI
Literacy Rubric

Most rubrics measure what you achieve. This one measures what you stand against.

Traditional learning rubrics work like ladders. Beginner, intermediate, advanced. You climb, you check boxes, you get a certificate. The subject sits still while you learn it.

AI does not sit still.

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Human-Centered Learning Powered by AI Assistants

The Assisting Intelligence Rubric maps four stages of AI literacy. Each stage builds real capability: evaluating, defining, directing, sparring. But each stage also carries a persistent risk that evolves with your skill.

At the earliest stage, the threat is transactional. Prompt in, output out. No evaluation. No intent. Every interaction stays surface-level, and speed masquerades as competence. Most people live here. Most AI training leaves them here.

At the highest stage, the threat wears no costume at all. The AI generates work that sounds right and feels complete. It mirrors your sophistication back to you. The better you get, the more targeted the flattery becomes. The risk is no longer ignorance. It is persuasion.

AI Assistants:

The Other Side of the Learning

The program's scaffolding. Three tools matched to your stage.

The AI Coach helps you find the right questions, offers direction, and teaches you to distinguish outputs from outcomes.

The AI Sandbox gives you room to test ideas and work with frameworks until intent becomes instinct.

The AI Lab is where iteration produces real work. You build, test, and learn, sparring with the AI to engineer outcomes that carry your voice, your strategy, and your intent.

AI Literacy Rubric