Achieving optimal wellbore stability throughout drilling operations is paramount to guarantee operational efficiency and reduce the risk of costly complications. Drilling fluid, often referred to as mud, plays a crucial role in this process by providing hydrostatic pressure, transporting cuttings, in addition to cooling the drill bit. By carefully