An engineering leader describes adopting the software factory pattern for AI-driven development at their company, where agents autonomously work on projects by auditing goals, reviewing metrics, and completing tasks while iterating based on project state. The pattern helps teams scale agent-driven development by ensuring agents can evaluate progress and identify missing work, while also enabling post-release monitoring.