What to teach when answers get cheap
Practicum for Volume 2, Chapter 7, "Children: What to Teach and Where to Guide Them." Version: 2026-07-03. Time: 10-15 minutes. This is not a list of future careers. It is a map of abilities worth developing at home over many years.
The chapter's main question is not "What job will my child have?" It is "What will grow stronger in my child while machines make ready-made answers cheaper?" Use this worksheet as a family filter. Decide what to practice without AI, where AI can act as a training partner, and where it has started to remove the effort.
1. Five abilities that become more valuable
| What becomes more valuable | What it means at home | How to use AI without losing the skill |
|---|---|---|
| Questions | The child notices what is missing, what does not fit, and what nobody has asked. | Ask AI to hold back the answer and ask questions about the child's plan first. |
| Taste and judgment | The child can tell strong work from weak work and explain why. | Compare two options, one made by the child and one by the machine. Let the child choose and defend the choice. |
| Agency | The child sets a goal, starts without permission, and changes the plan after a setback. | AI may split a project into steps, but the child keeps the goal, choices, and responsibility. |
| Human connection | The child listens to another person, handles disagreement, and asks for help. | Use AI to rehearse a conversation, but never as a replacement for the conversation. |
| Learning how to learn | The child completes the cycle: understand, apply, make a mistake, repair it, and try again. | AI may provide exercises, hints, and check questions, but it should not complete the cycle for the child. |
If an activity develops none of these abilities, ask what it really is. It may be healthy rest, or it may be another shortcut to finished work.
2. What you can safely give to AI
Give AI work that is not the main exercise for the skill.
| AI may do this | Do not hand this over completely |
|---|---|
| find options, examples, and sources | form the child's own question |
| explain a topic in different ways | make the first attempt to understand it |
| check a draft for errors | decide what counts as a good result |
| create practice problems | do the practice |
| plan project steps | choose the goal, make the bet, and accept responsibility |
The rule is simple. The mode works if AI helps the child think, choose, or check more skillfully. If the child only brings back a finished answer faster, the practice has been skipped.
3. Family mini-audit
Choose one activity: school, a club, sports, a project, a game, or family work.
| Question | Answer |
|---|---|
| Where does the child ask their own questions? | |
| Where do they compare quality and explain a choice? | |
| Where do they have a real choice with consequences? | |
| Where is there a real person whose craft they can observe? | |
| Where do they complete the learning cycle instead of receiving hints only? |
If more than two rows are blank, do not rush to find a fashionable new class. Add one useful step first: a real project, a human mentor, a public record of the result, or a "hint, not answer" rule.
4. One move for this week
Choose one.
| Skill that needs work | Move for the week |
|---|---|
| Questions | At dinner three times this week, ask, "What surprised you today?" Do not answer for the child. |
| Taste and judgment | Review one film, text, object, piece of code, or dish together: what works, what does not, and how it could improve. |
| Agency | Give the child a small project with a real stake: someone outside the family will see the result. |
| Human connection | Plan one screen-free conversation without judgment, where the adult listens first. |
| Learning how to learn | Ask AI to create a practice session, but do the final check without AI. |
After a week, do not ask whether it went perfectly. Ask where the child did the work alone.
Related: Volume 2 Workbook | Family 3C Audit | AI Tutor in Training Mode | Children's AI Skills and Tools | Prompt Bank: Friction Instead of a Finished Answer.