AI is breaking the corporate apprenticeship model
AI is not only a jobs story. It is also an apprenticeship and institutional-capacity story.
This essay argues that firms can improve short-term productivity while weakening the human bench they later need for oversight, management, and escalation.
- Corporate apprenticeship and managerial bench strength
- Ceremonial oversight versus real accountability
- Redesigning junior work for an AI-heavy enterprise