Recognition Without Mitigation: Ethical Frameworks in Autonomous Offensive-LLM Agent Research

Large language models have moved from advising on offensive security to autonomously conducting it. A growing literature presents agents that execute reconnaissance, exploitation, and privilege escalation against real or simulated targets. Such an agent is a deployable, re-pointable capability that