Wiebke Koepp, Benedikt Sochor, Dylan McReynolds, Tanny Chavez, Marcus Noack, Raja Vyshnavi Sriramoju, Aidan H Coffey, Yunfei Wang, Enno Henn, Anna Katharina Sambale, Eric Euchler, Damon English, Frank Schlünzen, Eric Schaible, Chenhui Zhu, Sarathlal Koyiloth Vayalil, Stephan V Roth, Alexander Hexemer
Autonomous experiments rely on the integration of control, data acquisition, analysis, and decision-making frameworks. While such systems have been demonstrated at individual facilities, adapting them to additional instruments remains challenging due to differences in local infrastructure. We present a modular workflow that connects existing open-source tools for data access (Tiled), workflow orchestration (Prefect), analysis and visualization (pyFAI, Plotly Dash), and Gaussian-process-based adaptive sampling (gpCAM) into a unified framework for autonomous scattering experiments. The same configuration operates across two synchrotron beamlines (ALS 7.3.3 and PETRA III P03) with only minimal facility-specific adjustments, as shown in proof-of-concept demonstrations. This validates that a consistent design emphasizing modularity and shared interfaces can ease deployment across diverse experimental environments. The resulting framework provides a flexible foundation for extending autonomous control and analysis capabilities beyond a single beamline or instrument.