During November 2024, João Silva enhanced the fs-feup/autonomous-systems repository by developing new dashboard features focused on data visualization and test environment reliability. He implemented two additional dashboard graphs—a bar chart and a heatmap—using Python, which improved the clarity and utility of displayed data. To support quality assurance, João introduced a dedicated Test dashboard mode and reconfigured cloud storage integration to isolate test data in a separate folder. His work involved iterative refinements, including several reverts, to stabilize the user experience and ensure robust testing workflows. The depth of these changes reflects a methodical approach to dashboard development and integration.