
Working With AI Feels More Like Leadership Than Coding: A Guide to Managing AI Coding Agents
Working with AI coding agents feels like leadership because it is. The unit of work changed from writing code to decomposing it, delegating it, and verifying the result. That shift is measurable: a 2026 NBER working paper found that a leader’s performance managing AI agents correlates at rho = 0.81 with their performance managing human teams — and still 0.69 after controlling for hard technical skills. That single finding reframes everything else in this guide. If managing AI coding agents were a disguised coding skill, the correlation with human-team leadership would collapse once you controlled for task-specific ability. It does not. What the AI task is actually measuring is the soft, transferable part of leadership: how you set expectations, calibrate trust, and run a review loop. ...