Shopify’s Augmented Engineering DX team tackled developer productivity challenges like flaky tests and low test coverage using AI agents. They discovered that breaking complex tasks into discrete steps was key to reliable AI performance, leading to the creation and open-sourcing of Roast, a tool designed to structure AI workflows effectively.