Nature Astronomy, Published online: 19 August 2026; doi:10.1038/s41550-026-02964-w Leading AI models can reach gold-medal performance on advanced astronomy and astrophysics exams, but still struggle with spatial reasoning, visual data analysis and conceptual errors.