apprenticeship preservation

When human resources is run by algorithms, the function meant to safeguard human capability risks becoming the mechanism that removes it — a quiet redefinition of work that privileges efficiency metrics over apprenticeship, surveillance over judgment, and short-term cost savings over long-term...