Research question
Can risky agent behaviours be found without building real tool environments?
Key findings
- ToolEmu uses an LLM to emulate tools and an automatic safety evaluator - Found failures in 68% of tested cases for the safest agent
Introduced LM-emulated sandboxes for scalable agent risk testing, foreshadowing later agent safety benchmarks.
Can risky agent behaviours be found without building real tool environments?
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