Your senior engineers need junior questions more than juniors need answers

When juniors take naive questions to an AI assistant instead of a colleague, dashboards record fewer interruptions and higher velocity. What they miss is the erosion of senior engineers’ architectural fluency, and the single point of failure that hardens until an outage forces someone to explain the system out loud. Over the past year, I watched engineering teams celebrate a quiet drop in Slack interruptions.