This article analyzes the embedding of AI-supported Genetics simulators into Kazakhstan's bilingual education system, where instruction is conducted in Kazakh and English. The author analyzes the way digital tools, such as PhET and Geniventure, help overcome language barriers and the complexity of scientific terminology while developing students’ academic English skills ...