Wellbore stability assessment in challenging formations presents a significant obstacle to successful drilling operations. These formations often exhibit heterogeneous geological properties that can lead to wellbore collapse, reducing operational efficiency and increasing the risk of failures. To mitigate these risks, comprehensive approaches are r