Maintaining wellbore integrity during drilling operations is crucial for safe and efficient drilling/well construction. Drilling fluids play a vital role in achieving this by providing hydrostatic pressure to counteract formation pressures, transporting cuttings to the surface, and lubricating the drill bit. Optimizing drilling fluid performance in