In January 2025, Kai Volmer focused on enhancing the SciCompMod/memilio repository by improving the documentation within the core C++ model. He delivered a targeted update to the CompartmentalModel.get_derivatives function, clarifying the role of the 'pop' parameter through precise code comments. This documentation effort aimed to improve code readability and maintainability, making it easier for new contributors to onboard and for existing users to understand simulation workflows. While no bugs were fixed during this period, Kai’s work emphasized the importance of clear documentation as a technical skill, contributing to the long-term reliability and usability of the memilio module.