The 9 Judgment Supervisory Skills
These are the skills that determine whether your child uses AI — or gets used by it. Every skill builder here develops one or more through practice, not study.
Cognitive Agency
Knowing what you actually want — and forming that into clear intent — before you hand anything to AI.
Start building →Steering & Calibration
Recognizing when AI is drifting off course and correcting it — without losing the thread of what you were trying to do.
Start building →Critical Thinking
Interrogating AI outputs — and your own assumptions — before accepting them as true.
Start building →Knowledge Strategy
Knowing how you know what you know — and deciding what's worth keeping in your own head.
Start building →Interdisciplinary Thinking
Bringing the right framework from the right field — even when the problem doesn't come labeled.
Start building →Analogical Thinking
Recognizing when something you already understand maps onto something you don't — and using that bridge.
Start building →Human-Sensory-Specific Perspective
Grounding decisions in lived, embodied human experience — what AI cannot access and cannot simulate.
Start building →Sense-Making
Building a coherent, working picture of reality from incomplete, conflicting, and ambiguous information.
Start building →Meta-Learning
Learning from experience in ways that actually improve your future judgment — not just your future performance.
Start building →How skill building works
“You build the skill through doing it, not by studying it first.”
Every skill builder here is based on the Perform2Learnmodel. Reading about critical thinking doesn't make you a better critical thinker. Practicing the moves — in real situations, with real AI outputs — does. Each activity is designed to be done in 20–30 minutes and leaves your child with a skill they actually used.
Each skill builder includes a family challenge you can do this week
No prep required. No expertise needed. Just a prompt, a conversation, and 20 minutes with your kid.
New to this?
Start with the article explaining what these skills are and why they matter in plain language.
Read: What We're Building Toward →Want age-specific guidance?
Different ages need different skill emphasis. See what matters most at your child's stage.
Browse By Age →