SafeCoEvo: Co-Evolving Safety Harnesses and Guards for LLM Agents at Test-Time.

arXiv:2609.36580v2 Announce Type: replace Abstract: LLM agents deployed in real-world environments continually encounter new tasks and safety risks, while execution feedback typically becomes available only after each task is completed. However, existing self-