As AI makes plausible software easier to produce, the scarce skill shifts from making things to choosing well. Taste is what helps engineering hold its shape.
Engineering careers are often treated like ladders, but growth is not always vertical. Sometimes returning to the craft is what keeps leadership honest.
Tech careers increasingly demand constant reinvention. But changing tools is only the surface cost — underneath is the quiet exhaustion of repeatedly shedding versions of yourself to stay legible and relevant.
AI-assisted development is a workflow problem. The developers who design how they explore, plan, build, and ship will outpace those chasing the next model.