The False Promise of Pure Efficiency

Recent headlines celebrate organizations slashing workforces while claiming AI enables smaller teams to do more. Stock prices may reward this narrative. Your board has seen it. Your CEO is asking questions.

But efficiency-without-judgment costs something invisible: the slow destruction of the talent pipeline that has produced every senior engineer alive today. When engineering leaders plan to hire fewer junior roles because AI enables seniors to handle more, the surface logic looks compelling. Underneath, it erodes the apprenticeship system that creates seniors in the first place.

You cannot have a team of architects if you stop hiring apprentices. The people who will run your engineering organization in a decade are learning how to think about systems right now. Stop creating the conditions for that learning and you will not have a senior team in five years. You will have powerful capabilities and no one who knows what they are doing.