This review features one of the most strong and info-driven assessments of mud loss prediction to date, giving functional insights in to the advanced interaction of drilling parameters and demonstrating a predictive precision that substantially surpasses regular empirical or less advanced modeling techniques. This work aims to bridge the hole c