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How to Audit AI-Generated Setup Scripts Using Honeypot Files and Syscall Tracing

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AI-generated setup scripts can contain hidden side effects that are invisible when reading source code or diffs alone, posing risks especially for server initialization tasks. A security-focused technique involves running such scripts inside a minimal fake root filesystem using chroot, allowing controlled execution without affecting the real system. Honeypot files resembling sensitive data — such as SSH keys and database queries — are planted to detect whether the script makes unauthorized reads, writes, or deletions. The tool strace records all operating system calls made during execution, producing a detailed journal of file access, process activity, and network behavior. This approach is particularly practical on disposable cloud instances or virtual machines where root privileges are available and the environment can be discarded after testing.

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