Passing the Test You Trained On: Re-evaluating Prompt-Injection Detectors for LLM Agents

Zhuowen Liu

LLM agents increasingly screen tool outputs with small prompt-injection detectors, and teams choose among detectors by their scores on public benchmarks. We ask whether those score…