Concept Exercise Generator

Produce a graded exercise ladder that verifies understanding of a specific topic, concept, method, derivation, or paper. The output is two separate files so the learner attempts the problems first and only then checks solutions — peeking is the failure mode this format is built to prevent.

This skill makes the assessment, not the lesson. It is the step flow-learn-new-topic and flow-deep-understanding route to at an exit gate to confirm the learner actually passed, instead of asserting they did.

When to use / not use

• Use when the learner has covered material and wants to test retention, mechanism, reasoning, or generative mastery.
• Use as the gate-check inside a learning flow.
• Don't use to teach the concept for the first time — that is professor-mentor-technical-teaching.
• Don't use to design research experiments or benchmarks — that is experiment-design / benchmark-and-baseline-selector.

Before You Generate: Ground the Exercises

Blind exercises test a hallucinated version of the topic. Gather, or confirm you already have: