apprenticeship

The article argues that entry-level work serves as training infrastructure for developing judgment and skills, and that AI adoption must account for this apprenticeship function to avoid weakening the path to senior expertise.

Junior software engineering hiring has dropped 40%, with AI providing justification for boards to cut. The 5-7 year apprenticeship gap means the lack of juniors today will lead to a shortage of seniors in 2031.