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