During January 2025, Ag2435 enhanced the experimental workflow for the React method in the kilian-group/phantom-wiki repository. They focused on refining the react_L.sh shell script, enabling the evaluation of multiple models and data splits by uncommenting model definitions and modifying the split_list parameter. This update improved the configurability and reproducibility of machine learning experiments, allowing for faster and more systematic model selection. Ag2435 applied skills in machine learning operations and shell scripting to streamline experiment setup, supporting data-driven decision-making. The work demonstrated a focused, incremental improvement to the project’s infrastructure, though it was limited in scope to a single feature.