Practice Lab: generate exercises that adapt to your mistakes

Design an adaptive practice session for writing clearer image prompts.

Learner level: beginner
Mastery goal: explain the concept with one practical example
Available time: 20 minutes
Tools or constraints: keep the response concise and practical

Create the session in this order:
1. Diagnostic — 3 short problems sampling the prerequisites and target skill. Do not show solutions yet.
2. Rubric — define what full, partial, and weak mastery look like, including process quality rather than final answer alone.
3. Practice path — 3 levels with 3 problems each: foundation, integration, and transfer. Make difficulty increase for a specific reason and label that reason.
4. Hint ladder — for every problem, provide three hints from light nudge to near-complete scaffold, separated from the problem statement.
5. Answer key — complete solutions with reasoning, common wrong paths, and a quick self-check.
6. Adaptation rules — specify what to practice next for each diagnostic pattern and what score demonstrates mastery.
7. Reflection — 3 questions that help identify strategy, not just mistakes.

Use original problems, vary surface features without changing the tested principle, and avoid trick questions unless the skill specifically requires them.