05/07/2026
Agile was built to help humans coordinate. AI changes the bottleneck.
The old operating model was built to coordinate human teams. The new one has to coordinate humans, agents, tools, data, permissions, and automated workflows. That is a different problem.
AI can draft, code, test, document, and fix inside the same working session. So the constraint is no longer just effort. It is the machinery wrapped around effort: handoffs, approvals, rituals, sprint theater, status translation, and all the layers built to coordinate people when people were the production system. If you keep that stack and add AI on top, you get a faster engine trapped in traffic.
The new operating model I propose has four moving parts: Outcome Pods, The Harness, the Strategic Layer, and a Two-Swarm testing model. In other words, small teams at the edge. Shared control in the middle. Clear rules at the top. Constant attack-testing built into the loop.
Read more about this in my latest essay:
Agile was built to coordinate humans. AI changes the bottleneck. The new operating model is built on Outcome Pods, a shared Harness, a clear Strategic Layer, and Two-Swarm testing that keeps speed from turning into chaos.