Contributed to the loft-sh/vcluster repository by developing and documenting formal guidelines for using gstruct in end-to-end testing. Focused on establishing clear conventions, the work improved test clarity, consistency, and long-term maintainability. Leveraging Markdown for comprehensive documentation, the approach emphasized best practices in testing and facilitated knowledge sharing within the team. By standardizing gstruct usage, the contribution reduced onboarding time for new contributors and lowered maintenance costs for existing tests. The effort demonstrated a disciplined approach to quality assurance, prioritizing reliable test patterns and collaborative code review, and ultimately supported faster, safer release cycles through improved documentation and testing workflows.