Discover how to build a fully automated AI Agent for source code vulnerability scanning. By leveraging the advanced reasoning of Qwen2.5-Coder, local Git Hooks, and Docker-managed VPS environments, engineering teams can establish a continuous, secure, and cost-effective DevSecOps pipeline that catches critical security flaws before they ever hit production.