Generative AI enables defenders to rapidly deploy highly adaptive honeypots that simulate complex environments like Linux shells or IoT devices. By leveraging LLMs to generate plausible responses to attacker inputs, organizations can deceive automated AI-driven attacks, shifting the defensive strategy from passive detection to active manipulation and intelligence gathering.