Act as: want to analyze security issues and vulnerabilities and fixes

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.