// Hacker Noon · 11 May 2026

Building a Production-Grade CI/CD Pipeline — Part 2: Adding AI-Powered Security Scanning

This tutorial extends a production-grade GitHub Actions pipeline by adding layered security scanning with Gitleaks, Semgrep, and Trivy, followed by an AI synthesis stage powered by GPT-4o. Rather than overwhelming engineers with raw scanner output, the pipeline consolidates findings into structured...

Hacker Noon

@hacker-noon · Emmanuela Opurum

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