As systems-level measurement of embryogenesis reaches maturity, developmental biologists are returning to foundational questions of how embryos build themselves. Synthetic biology has demonstrated how bottom-up explanations reveal design principles of biological transitions, and is increasingly looking towards embryos for inspiration, holistic contextualisation, and evolutionary interpretation. This meeting brings together these two disciplines towards a science of generative biology.