The Verifier Tax: Safety–Success Tradeoffs in Tool-Using LLM Agents

The paper identifies a "verifier tax" in tool-using LLM agents: a tradeoff between safety and task success when tools enforce safety constraints. Adding verifiers to block harmful actions can degrade success rates on benign tasks, while less restrictive tools increase risk, highlighting challenges in designing safe yet effective agent systems.