LLM internal representations already contain rich security insights—you don't need expensive multi-step reasoning to detect vulnerabilities. A trained probe reading hidden states can match complex agentic detectors while being 250× faster.
REVA is a vulnerability detector that achieves real-time security screening by extracting threat signals from an LLM's internal representations, rather than running expensive multi-step reasoning.