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AI Agent Security — Attacks, Jailbreaking, and Defense · Red Teaming, Monitoring, and Secure Design of Agentic Systems

Security Evals in CI/CD Pipeline: Test Suite as Continuous Security Gate

Red Teaming, Monitoring, and Secure Design of Agentic Systems

Introduction

Continuous security gating moves red teaming from one-off sessions into a daily engineering process. This lesson covers how to build an LLM security test suite, integrate it with GitHub Actions / GitLab CI, define acceptance thresholds (pass/fail criteria), version attack scenarios, and manage token costs in automated testing.