During November 2024, Maire Henke focused on improving the correctness and reliability of the shell7p element within the 4C-multiphysics/4C repository. She addressed a critical bug in the load linearization matrix by correcting indexing errors and refining the derivatives of shape functions and the linearization of the surface normal vector. Working primarily in C++ and dat, Maire updated test data and expected results to reflect these corrections, ensuring more accurate structural displacement and stress predictions. She also streamlined test configurations by removing redundant solver parameters, demonstrating a thorough approach to software testing and finite element analysis in production environments.