2023 was the dawn of generative AI and large language models, which output content in unprecedented ways. In 2024, a large number of AI agents emerged, expanding the capabilities of LLM, driving more widespread tool usage, and extending their application to more fields. For security researchers, how to leverage AI to improve work efficiency, and even drive AI to think, analyze, and find vulnerabilities like humans, has become a key topic.