The Workshop on Correctness and Reproducibility for Earth System Software, taking place this November, will provide a dedicated forum for earth system modelers, research software engineers, and the broader scientific computing community to discuss challenges and advances in software correctness and reproducibility. This year’s program features a hands-on tutorial on Rigor and Reasoning in Research Software (R3Sw), as well as talks and panels on topics such as reasoning about AI/ML correctness.