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

Runtime Monitoring and Attack Detection: Anomaly Detection, Behavioral Alerts

Red Teaming, Monitoring, and Secure Design of Agentic Systems

Introduction

Red teaming and security evals prevent vulnerabilities before production, but do not guarantee that no attack will pass. Runtime monitoring is the last line of defense: detecting active attacks via anomaly detection, behavioral alerts, and conversation pattern analysis. This lesson covers what to log, how to design detection rules, and how to respond to incidents in LLM systems.