workplace mentoring

This workplace mentoring tag focuses on the role of apprenticeship in building durable early-career capability as AI changes junior work. The featured discussion argues that companies should protect entry-level hiring rather than treat generative AI as a simple labor-substitution exercise. It presents AI as a supervised learning partner, while emphasizing the human development that comes from messy, practical work: building skills, judgment, customer understanding, and system knowledge. The conversation also connects the first rung of the career ladder with the future supply of experts, managers, and leaders. Explore this tag for perspectives on redesigning junior roles without removing the learning pathways that help people grow.