In March 2026, J-Run developed a context-aware matcher for the detection pipeline in the projectdiscovery/nuclei-templates repository, focusing on the flexnet-operations-panel.yaml signature. By leveraging configuration management and pattern matching skills with YAML, J-Run refined the matcher to consider specific contextual cues, effectively reducing false positives and improving detection accuracy for analysts. The update included thorough validation steps to ensure that critical detections remained unaffected while noise was minimized. All changes were carefully documented and committed for traceability, reflecting a methodical approach to feature delivery and quality assurance within the domain of detection system configuration and data extraction.