Apprenticeship in the Age of Agents: Rebuilding the Talent Pyramid for a Volatile World
Uncertainty has a habit of arriving in layers. One week it is an energy shock that redraws shipping routes. The next it is a breakthrough in AI that quietly moves from answering questions to operating workflows. The temptation for leaders is to treat each layer separately: a geopolitical contingency plan here, an automation initiative there,



