Practical experience operating and tuning vulnerability management and security tooling platforms (e.g., Qualys, SCA, Wiz, GHAS, Ox security, integrating them with CI/CD pipelines (e.g., GitHub Actions, Jenkins, Spinnaker), ticketing systems, and developer workflows, and using modern programming languages such as Java or Python to automate security outcomes. Experience applying AI/ML and agentic AI techniques to vulnerability management, including autonomous triage workflows, intelligent prioritization, classification, enrichment, or AI-assisted security tooling that improves detection, prioritization, and remediation effectiveness.