Learn
Read with the model in view
Use the visual as a map for the concepts, evidence, and decisions described in this note.
Prompting is often presented as a trick for getting better results quickly. In education, a better framing is to treat prompting as part of a broader evaluation workflow.
Core classroom shift
Learners should inspect the relationship between task definition, prompt quality, output quality, and verification effort.
Suggested activity
Have students write two prompts for the same task, compare the output quality, and explain which prompt creates the stronger result and why.
Why this matters
This turns AI usage into a discipline of judgment, not just experimentation.
Turn the note into a classroom decision
- Choose one concept from the note.
- Name an artifact that would make it observable.
- Write the next action and how you would verify it.