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Artificial intelligence (AI) has increasingly become integrated into software development processes in recent years, driving revolutionary changes in software engineering. In particular, large language models (LLMs) used for code generation enable developers to work faster and more productively. However, the advancement of these technologies has also introduced various security challenges. The security of AI-generated code has become one of the most pressing issues for both developers and securi