“…3, the emerging paradigm in materials discovery is to achieve a fully automated workflow, or “closing the loop”, by seamlessly integrating all stages from materials synthesis and characterization to data analysis and decision-making into a continuous, computer-controlled feedback loop with advanced automation. 54,90 Some proof-of-concept SDLs demonstrated by different laboratories around the world are the Hitosugi–Shimizu lab in Japan, 91 Cronin 92 and Cooper 93,94 labs in the United Kingdom, Swiss CAT+ in Switzerland, 95 Ada 96 in Canada, and the Hippalgaonkar 97 lab in Singapore, as well as the A-Lab, 98,102 Abolhasani, 37 Ahmadi, 100 Buonassisi, 90 Fenning, 101 Amassian, 98,99 Brown, 73 and Coley 75 labs in the United States. These labs showcase the integration of robotics, AI, and machine learning in materials science to automate and optimize the process of materials synthesis, property evaluation, and discovery.…”