AI is experiencing a transformative shift with significant advancements driven by the integration of multiple large language models (LLMs) and other complex components. Consequently, developing systematic and automated optimization methods for these compound AI systems has become a critical challenge and is essential for harnessing AI’s full potential. In response to this need, a research team from Stanford University and Chan Zuckerberg Biohub has introdu