This review delivers Among the most robust and details-driven assessments of mud loss prediction thus far, offering practical insights into the sophisticated interplay of drilling parameters and demonstrating a predictive precision that appreciably surpasses regular empirical or significantly less subtle modeling methods. This work aims to brid