The conviction behind it: when AI is used in education, it should enforce desirable difficulty, not eliminate it — and stay in the background while it does.
Most AI-in-education tools today are aimed at making learning easier — answer this, summarize that, solve for me. The result: less friction, less thinking, less learning.
The research is clear that difficulty — the productive kind — is the mechanism of learning. Retrieval, spacing, struggle before instruction. AI is uniquely positioned to preserve that difficulty rather than erase it.
Flight Lab is one small test of what that looks like with a real topic, a real kid, and a real artifact they made themselves.
Cold open. No instructions. The app says: make one yourself. The kid folds a plane however they know how.
Fly it. Watch what it does. Notice the behavior before naming anything — a barrel roll, a nosedive, a graceful arc.
Photograph the plane. Claude looks at the actual object and asks Socratic questions grounded in what it sees — no lectures, no generic advice.
One concept per session. For v0.1: asymmetry and lift. Annotated on the kid's own photo, not a stock diagram.
Fold again. This time with a hypothesis. Fly again. The loop is the learning.
Instead of a still photo, the kid records the flight. Claude identifies failure modes from motion — barrel roll, stall, tumble.
One concept per session. After asymmetry: weight distribution, wing area, surface disruption. Spacing handled by the app.
The hypothesis lives or dies in a living room, not in Figma. Looking for failure modes around frustration, attention, the voice.
A companion surface for the adult in the room — what the kid just tried, what concept surfaced, what to ask later.
Flight Lab is a portfolio piece built for an application to Senior Product Manager, Education Labs at Anthropic. It is the smallest possible artifact that can carry a real conviction about what AI-in-education should be.
The thinking behind it — the vision, the principles, the design decisions — is published here. Nothing else to dig through.