Every AI lab is building full stack cloud agents. Every enterprise is building their own software factory. We've worked with a lot of teams adopting all flavors in every combination. In this talk we'll distill out the core principles and design patterns we've seen across factories, and make a case for why the AI-native forge will be composable and built on open primitives.