During November 2024, Kukyyz focused on stabilizing the Visualizer’s RMS handling in the mirage-project/mirage repository, addressing a key bug that affected data visualization accuracy. By fixing a JSON parsing error related to RMS normalization and implementing a new label mapping for RMS-related operations, Kukyyz improved the reliability and clarity of user-facing visuals. The work, carried out in Python and centered on bug fixing and data visualization, reduced confusion around RMS metrics and enhanced the fidelity of displayed data. Although the scope was limited to a single bug fix, the solution demonstrated careful attention to detail and user experience.