Erika Rivarola enhanced the viber heuristics tooling in the caravagnalab/ProCESS-examples repository, focusing on improving script sourcing reliability across diverse computing environments. She implemented absolute path references for ProCESS-examples, which streamlined reproducibility and reduced setup friction for users. Erika also added new files to automate the generation of tables and plots for the viber_heuristics tool, upgrading the plotting utilities to support richer data visualizations. Her work leveraged R scripting, data validation, and bioinformatics expertise, resulting in a more robust and user-friendly analysis workflow. The depth of these changes addressed cross-environment compatibility and improved the overall reliability of the tool.