Summary
AI‑driven security agents analyzed AI‑generated and human‑written code to detect complex vulnerabilities in real time. They prioritized risks and generated context‑aware fixes directly within developer workflows. Integrated into CI/CD pipelines, they reduced remediation backlogs while accelerating secure software releases. The approach strengthened compliance and lowered operational risk across modern software environments.