The MirrorCode system reverse engineers software containing thousands of lines of code. This capability allows AI to reconstruct high-level logic from compiled binaries. Researchers are now testing how these tools handle larger, more opaque codebases. This development simplifies vulnerability discovery and legacy system migration for security practitioners and software engineers.