Worked on the AikidoSec/intel repository to enhance vulnerability reporting by addressing a bug that previously led to inaccurate version tracking and excessive false positives. Focused on refining the vulnerability management process, the developer updated the AIKIDO-2024-10344.json configuration to ensure that only issues within the debug-logging context were flagged, thereby reducing unnecessary alerts in security dashboards. Leveraging skills in configuration management and JSON, this work improved the reliability of downstream analytics and risk assessment. The targeted fix streamlined triage for security and engineering teams, supporting more efficient decision-making and reinforcing data quality discipline across the vulnerability data pipeline.