NEXUS adds real-time safety checks to tool-using LLM agents
NEXUS is a structured-plan monitor that evaluates LLM agent tool calls and can allow, block, request human confirmation, or sandbox the action. On synthetic benchmarks it hits 0.949 F1 and keeps latency under 0.3 ms, offering low-overhead runtime safety for high-impact agents.