Cisco Talos researcher Martin Lee published a defensive technique using LLMs (specifically GPT-3.5-turbo) to generate dynamic, high-fidelity honeypots that exploit a structural blind spot in AI-driven automated attack tools: their prioritization of throughput over environmental verification. This is a research publication, not a vulnerability disclosure. No CVEs, patches, or immediate remediation actions are required.