Do the heavy lifting yourself

Direct the lab, ask the right questions

Find another expert for each field

Work across fields with an AI polymath

“Soft skills” as extras

Communicating, listening and ethics are skills

Only engineers build

Vibe coding lets more people build

Learn a tool, then use it

Keep adapting as the tools change