Rebuild the Apprenticeship Ladder

Projection: automating junior work will expose an apprenticeship crisis. Organizations may gain output today while deleting the practice that produces tomorrow’s experts. The replacement ladder pairs AI-assisted delivery with protected diagnosis, critique, client exposure, and supervised responsibility—and measures growing judgment, not merely faster completion.