Worked on the sublime-security/sublime-rules repository to address a classification logic issue by refining the close-the-loop trigger condition. Focused on automation and configuration management, the developer adjusted the trigger to depend on abuse reports and user report counts, which improved the accuracy and stability of classification outcomes. Using YAML for rule configuration, the changes resolved inconsistencies in classification behavior and aligned results with data-driven rules, reducing mislabeling and manual review. The update enhanced the maintainability and traceability of the rules engine, making future tuning and audits more straightforward. No new features were added during this period, with efforts concentrated on this bug fix.