GOAT automated Red Teaming: Multi-turn LLM jailbreaking

This article explains GOAT (Generative Offensive Agent Tester), an automated multi-turn red-teaming approach that chains adversarial prompting techniques (persona modification, topic splitting, response priming, refusal suppression, etc.) across conversation turns to bypass safety filters and exfiltrate sensitive data; it includes a five-turn retail chatbot example showing how staff-only promo codes can be leaked, reports high success rates in testing, and recommends conversation-aware security, escalation detection, and continuous automated red teaming as defenses.