Defending LLMs against Jailbreaking

This report explains the emerging threat of LLM "jailbreaking," where adversaries use prompt injection and role‑playing techniques to bypass model safeguards, producing inappropriate or harmful outputs. It presents real‑world examples, details potential business impacts such as data leakage and reputational or regulatory harm, and recommends mitigations including strict access controls, continuous auditing, adversarial testing (red teaming), and incident response planning.