By providing LLMs with the necessary toolsets and source code for testing, these tools simulate the behaviour of security researchers to perform code audits and vulnerability confirmation. In tests on the Linux USB protocol stack, Argusee quickly discovered a high-severity vulnerability introduced since Linux version 6.5. Agent System: Introduce more specialised roles, such as a Reproducer Agent responsible for constructing PoCs to verify vulnerabilities, and an Exploit Agent to assess exploitability and attempt to write exploits.