Achieving optimal drilling fluid performance is crucial for successful and efficient well construction. It affects multiple aspects of the drilling process, including drilling fluid1 hole stability, cuttings removal, and circulation. Careful selection and optimization of drilling fluids based on the specific wellbore characteristics and operational