The software-defined technician: Manufacturing's next human capital revolution

For the past several years, manufacturing leaders have obsessed over a single question: How do we capture the knowledge of our retiring experts before they walk out the door for the last time? The answers have poured in, from digital work instructions and video libraries to AI-assisted knowledge bases and immersive training simulations. Billions of dollars have been deployed to bottle the expertise of master machinists and senior quality inspectors who spent decades developing an almost intuitive ability to detect a hairline fracture, sense when a tolerance is drifting, or feel when a machine is running wrong.

That work was necessary. But it was also, in a sense, the easier problem. The harder question is only now coming into focus: once that knowledge is digitized, what exactly do the remaining specialists do?