Education

The challenge for schools is not deciding whether AI exists. It is designing learning so that students use powerful tools without outsourcing the thinking education is meant to develop.

Technical and vocational education is often discussed as an alternative to university. That framing misses its strongest advantage: it can provide practical skills that connect directly to real production, infrastructure and services.

A career can no longer be treated as a one-time investment made when someone leaves school. Technology, business models and employer expectations change throughout working life, which makes continued learning a practical form of career protection.