The construction and infrastructure sectors across the Middle East are rapidly evolving, with Kuwait and Saudi Arabia investing in modern commercial buildings, residential developments, shopping malls, hospitals, airports, and large-scale urban projects. As these developments become more complex, ensuring occupant safety, energy efficiency, and reliable building performance has become increasingly important. Computational Fluid Dynamics (CFD) plays a vital role in addressing these challenges through advanced simulation and engineering analysis. Two…