Source note

Agents of Chaos

Autonomous AgentsAI SafetyTool UseHuman AI InteractionAdversarial Testing

Six autonomous language-model agents were tested for two weeks in a live Discord environment with memory, email, shell access, and human interaction. The study reports 10 security vulnerabilities and 6 cases where agents held appropriate safety boundaries.

  • Autonomous agents with tools can act across sessions, contact people, run commands, and retain memories, so failures can persist beyond a single chat.
  • Lab tests often miss social pressure, owner impersonation, and multi-party interaction; this study tests those risks in a live setting.
  • The researchers deployed 6 agents in a Discord server and gave them email accounts, persistent file systems, unrestricted shell access, and a mandate to help researchers.
  • Each agent ran on OpenClaw, an open-source scaffold that gives frontier language models memory, tool access, planning, and cross-session autonomy.
  • The agents could initiate contact, send emails, execute scripts, and act without per-action human approval.
  • 20 researchers interacted with the agents for two weeks, including benign requests, malicious instructions, impersonation attempts, and social engineering.
  • The study documents 10 security vulnerabilities in the same live deployment.
  • It also documents 6 safety-behavior cases where adversarial attempts failed or agents kept appropriate boundaries.
  • The experiment covered 6 autonomous agents, 20 human participants, and 2 weeks of interaction.
  • The paper links claims to primary evidence where available, including Discord logs and OpenClaw session transcripts for independent review.