For one of our existing clients, we have completed a Genetic Algorithm script that would test different variations of a trading simulation. The algorithm was trying to optimize and narrow down the set of inputs that would produce maximum desirability (fitness) results of the simulations. The algorithm was deployed to run on AWS EC2 and utilize as many instances as are needed to complete the simulations in a timely manner. Connections with manager nodes were established using Web Sockets. Some of the fitness calculations were vectorized to save on computation costs for the client.