This review delivers Among the most robust and knowledge-pushed assessments of mud loss prediction to date, furnishing functional insights into the complicated interaction of drilling parameters and demonstrating a predictive precision that appreciably surpasses conventional empirical or significantly less innovative modeling ways. This work aims to bridge the hole waiting for link from Forum Profiles (6)