Generative AI Security Tools Go Open Source

This report summarizes the rapidly evolving security landscape for generative AI, highlighting prompt-jailbreak and injection techniques (GCG, TAP, and 'Deceptive Delight') and open-source red-team tools such as Broken Hill, PyRIT, and PowerPwn that probe and bypass LLM guardrails; it emphasizes the need for organizations to proactively test AI applications since useful models remain susceptible to manipulation despite added defenses.