If AI drafts first, development has to be redesigned on purpose. This speaker shows how leading firms are re-engineering the workflow and the career path so judgment still compounds: deliberate exposure, structured review, and the human staying in the loop by design rather than by accident. The apprenticeship does not return on its own. Someone has to build it.