TL;DR: We built a software factory to automate mechanical work across the SDLC. Over eight months, size-adjusted output per developer grew 4.5× while merge times and revert rates fell. We added agents wherever work was piling up, rather than automating in lifecycle order, and kept engineers responsible for product decisions, architecture, and production risk.
