Andrew Carnegie's father, William, was a skilled handloom weaver, as his father had been before him. He knew his craft. Then industrial production made home weaving an increasingly difficult way to support a family. The Carnegie family left Scotland for America. The Industrial Age changed which kinds of work could sustain a life. Carnegie's story ↗
AI already takes on pieces of research, analysis, programming, document review, and production. In the years ahead, we believe entire occupations organized around those processes will be remade or disappear. The writing is on the wall: knowing how to complete a process will no longer be enough. ILO research ↗
Technology is leverage. The barriers that protected large institutions have weakened, and people who learn to direct AI will be far ahead of those who only consume what it produces. Education must change with the world, moving from completing assigned processes toward choosing goals, learning what they demand, and making something real.