The Malawi University of Business and Applied Sciences (MUBAS), through its School of Science and Technology (SOST), Department of Public and Environmental Health Sciences (PEHS), officially launched the Massive Online Open Validation and Evaluation of Large Medical Language Models for Resource-Constrained Settings (MOOVE) project with a kick-off workshop.The 12-month study seeks to critically evaluate the safety, accuracy, and suitability of large language models (LLMs), commonly known as Artificial Intelligence (AI) systems, for supporting clinical decision-making in Malawi’s primary healthcare settings. The study is being led by Dr. Chiyembekezo Kachimanga in collaboration with the Ministry of Health and Sanitation.