One of the main challenges for video games in using artificial intelligence has always been how to balance controllability and intelligence while maintaining game playability. With the breakthroughs of new artificial intelligence technologies such as large language models in recent years, the topic of how to integrate these emerging technologies into the latest game genres has stood out. This paper reviews the application and challenges of AI and its subfield machine learning in the game field, as well as the potential future development trends.