Achieving optimal drilling fluid performance is crucial for successful and efficient well construction. It influences multiple aspects of the drilling process, including hole stability, cuttings removal, and transport. Careful selection and optimization of drilling fluids based on the specific wellbore characteristics and operational requirements a