Family Planning for the AGI Era
Practical decisions households face — children's education, family finances, geographic flexibility, screen time, and shared values — under genuine uncertainty about the pace of AI change.
Executive summary
Families navigating the AGI era do not need a forecast. They need decisions that work across many futures. The recurring themes in family research and planning advice in 2024–26 are: build adaptable children, maintain financial flexibility, invest in relationships, and discuss values openly.
Children
Prioritise breadth and depth together. Strong reading, writing, mathematics, and at least one art or sport. Healthy AI literacy (used well, not used as a crutch). Rich offline relationships, time outdoors, embodied play. Schools matter less than what happens at home.
Household finances
Resilience over optimisation. Emergency runway. Avoid over-concentration in one industry or employer. Diversified savings. Insurance for the things that would derail you.
Geography and community
Where you live matters. Strong communities, walkable neighbourhoods, and quality public services compound across decades and are robust to economic change.
Screen time and AI use
Adult-modelled, conversation-rich, screen-aware households consistently produce children who use technology well rather than being used by it. Limit passive consumption; encourage creation.
Values
Talk about them. Honesty, curiosity, kindness, and the value of effort transmit through how parents live, not what they say. These do not depreciate.
Key takeaways
- 01Make family decisions that work across many futures.
- 02Adaptable children, financial slack, strong community, modelled values.
- 03Talk to children about AI — and about what matters that is not AI.
Frequently asked questions
Should I let my child use AI for homework?
Under supervision, for explanation and practice — yes. As a substitute for thinking — no.
Should I move closer to family?
When in doubt, the answer is more often yes than no. Strong local relationships compound.