Worked on the fastfire/deepdarkCTI repository to enhance threat intelligence workflows by implementing a feature that marks the Scattered Spider onion URL as seized, directly reflecting takedown actions within the threat data lifecycle. This update improved the accuracy of threat intelligence and supported incident response teams by reducing ambiguity in threat status, enabling faster and more informed decision-making during investigations. The work leveraged skills in cybersecurity, data analysis, and threat intelligence, with all changes documented in Markdown for traceability. By codifying seizure events, the contribution strengthened operational readiness and ensured that threat data remained current and actionable for security responders.