LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection
AI agents such as OpenClaw are increasingly deployed in local workflows with access to external tools. This creates indirect prompt-injection (IPI) risk: an agent may execute harmful instructions embedded in untrusted inputs such as email, downloaded files, webpages, repositories, or group-chat messages. Existing evaluations are often small, purely simulated, or focused on a narrow set of channels. We introduce LivePI (Live Prompt Injection), a structured benchmark for IPI risk in a production-like but test-controlled environment. LivePI covers seven input surfaces, twelve attack/rendering families, and five malicious goals, including protected-information exfiltration, unauthorized secur...
| Authors | Lei Zhao, Abhay Bhaskar, Edgar Dobriban |
|---|---|
| Primary category | cs.CR |
| Published | 18 May 2026 |
| Last updated at source | 17 June 2026 |
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