Design pattern provide an abstraction that the pro- gram synthesis algorithm can use in order to find programs easier. However, coming up with them is difficult as they are domain-specific. This paper showcases a novel approach to creating design pat- terns through the means of genetic algorithms. Re- sults are showing that while in the robot domain the average time is slightly better, string domain shows that using the patterns actually lowers the accuracy and average time.