Drilling displacement problems, often referred to as fluid circulation, represent a major challenge in drilling activities. It occurs when cut mud moves into cracks or porous formations, rather than circulating to the surface. This may lead to a drop in slurry volumes, affecting wellbore stability, increasing pullout times, and ultimately, risking