Structured but Fragile: On the Limits of LLMs in Cybersecurity Decision-Making

Pasquale Malacaria, Yunxiao Zhang

Large language models (LLMs) are increasingly used in cybersecurity workflows, yet it remains unclear whether they can perform structured security reasoning or merely rely on super…