Hu et al. use a machine learning-accelerated protocol with multiple electronic descriptors to rapidly screen thousands of molecular photosensitizer–catalyst pairs for CO2 reduction. The best system reached a turnover number of 4,390 with high selectivity. https://www.nature.com/articles/s41929-025-01291-z