Cumulative and Audited Guardrail Tool Evolution for LLM Agent Safety

Large language model LLM agents increasingly operate in open-world environments where safety risks cannot be fully predefined. However, most existing guardrail mechanisms remain static, relying on fixed rules, prompts, or classifiers that generalize poorly to emerging risks. Here we present EVOLV...