Nature Materials, Published online: 17 April 2026; doi:10.1038/s41563-026-02578-7Artificial intelligence may have transformed image and language generation, but in materials science, data scarcity and synthesis complexity demand a different approach. Only by coupling artificial intelligence with deep chemical insight can we turn virtual predictions into real materials.