Evolutionary algorithms have been a staple of artificial intelligence (AI) research for several decades, but remain largely overlooked by the broader AI community. These algorithms are powerful tools that can be used to solve difficult problems, and they can be adapted to new applications as technology and understanding of AI evolves. In this article, we will explore the potential of evolutionary algorithms, how they are being used in AI, and discuss why they may be an important component of the AI landscape in the future.