During December 2024, Wouter Neessen focused on improving vulnerability reporting within the AikidoSec/intel repository by addressing a bug that caused inaccurate version tracking and excessive false positives. He updated the AIKIDO-2024-10344.json configuration, confining the vulnerability issue to the debug-logging context and refining the data pipeline for downstream analytics. Leveraging his skills in configuration management and vulnerability management, and working primarily with JSON, Wouter enhanced the reliability of security dashboards and accelerated triage processes. His disciplined approach to data quality ensured more consistent reporting across releases, supporting both security and engineering teams in making faster, more informed decisions.