Intelligent Vulnerability Triage Analyze GHAS alerts across repositories Identify dependency vs base image root causes Detect repeated vulnerability patterns Prioritize remediation based on severity and exposure Safe Upgrade Recommendations AI helped evaluate: Compatible dependency versions Breaking change risks Runtime impact across services Required code adjustments after upgrades This significantly reduced trial-and-error upgrades.