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Mingming Zhang

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When Talk Isn't Code: Comparing LLM Agents That Simulate and Develop Software

Xiang Li, Aichun Huang, Mingming Zhang وآخرون · 2026

LLMs are used both to simulate network protocol implementations, as honeypots do, and to write them. Prior work evaluates the two uses separately, from a model's answers or conversations in one case and from its generated code in the other. We observe that a knowledge probe (asking the model which security checks an im …

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