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Architecting a Resilient DevSecOps Pipeline for Enterprise AI Agents

Community description: A four-stage DevSecOps CI/CD architecture for securing enterprise AI agents with GitHub Actions, secret scanning, AI-assisted review, Veracode SCA, and Pipeline SAST.

Dev.to | Sep 20, 2026 | Jitendra Gupta

Automated excerpt

This architecture combines automated secret detection, AI-augmented code reviews, prompt security analysis, and Veracode’s dual-engine testing (Agent-Based SCA and Pipeline SAST) directly within GitHub Actions. Enterprise agent applications rely heavily on external package ecosystems. To govern open-source risks, the pipeline executes Veracode Agent-Based Scanning: • Ephemeral Agent Execution: A lightweight Veracode CLI agent initializes within the GitHub Actions runner environment.

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