CONTRA: Red-Teaming Configurations of Personalizable Agents
Recent tools such as OpenClaw have extended the capabilities of LLM-based agents from simple dialog-based systems to fully autonomous agents. These systems allow personalization of the agent through modifiable internal files and the installation of skills. While this enables deployment in a wide range of settings and the automation of diverse tasks, greater capability and autonomy increases the risk of malicious actions being executed unintentionally. In this work, we explore the interplay between agent configuration and the risk of executing dangerous actions without explicit instruction. To this end, we propose CONfiguration Tree-search for Red-teaming Agents (CONTRA), an LLM-assisted t...
| Authors | Jonathan Nöther, Adish Singla, Goran Radanovic |
|---|---|
| Primary category | cs.CR |
| Published | 3 July 2026 |
| Last updated at source | 3 July 2026 |
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