Worked alongside Dr. Angelo Esposito and german graduate student Felix Kohler to engineer a fluid dynamics simulation using the Lattice-Boltzmann method in Python. Improved the velocity of the simulation by 13,100% by changing from Numpy to the Google JAX library. Finally, we developed a qualitative experimental apparatus to test the accuracy simulation. Presented at the annual Giles T. Brown research conference.