During February 2025, Huchet enhanced noise modeling for UWB instruments in the qubicsoft/qubic repository, focusing on both accuracy and test reliability. He consolidated changes across QubicTotNoise and PresetAcquisition, tightening duration handling to ensure consistent parameter passing and reduce edge-case failures. By updating the test infrastructure—redirecting outputs and removing debug code—he improved the robustness of automated testing pipelines. His work also enabled FMM and CMM support for DB instruments, broadening the scope of validated scenarios. Leveraging Python and YAML for backend development and configuration management, Huchet delivered targeted improvements that deepened cross-instrument validation and streamlined data analysis workflows.