An AI software factory is a managed system that converts defined requirements into validated software changes using AI agents, tools, automation, and human oversight. It differs from coding agents by connecting business intent through context, execution, verification, approval, release, and feedback loops. Camplight has deployed three client implementations and created Nest, a public generalized model based on their experience.