Improved operations Foundational infrastructure for data access and artificial intelligence One foundational cornerstone to these developments is the common underlying Bluesky control system [[3]] that spans NSLS-II beamlines, allowing development and deployment of AI/ML methods for both beamline control and data analysis in a streamlined and extensible fashion. With the National Synchrotron Light Source II (NSLS-II) coming online in 2015 as the brightest source in the world, the imminent upgrades at the Advanced Photon Source, Advanced Light Source, and Linear Coherent Light Source, and advances in detector technology, the data generation rates at the U.S. Department of Energy (DOE) Basic Energy Sciences' X-ray light sources are skyrocketing. Some projects were supported by a BNL Laboratory Directed Research and Development (LDRD) projects 20-032 "Accelerating materials discovery with total scattering I via i machine learning" and 20-038 "Machine Learning for Real-Time Data Fidelity, Healing, and Analysis for Coherent X-ray Synchrotron Data." Streaming analysis Phase transition detection in PDF data ML methods can automate many of the specialized analysis methods, often at speeds on par with the data generation rates. [Extracted from the article]