The MirrorCode project demonstrates that AI can reverse engineer software containing thousands of lines of code. This capability allows models to reconstruct high-level logic from binary files. It simplifies legacy system analysis. Practitioners can now automate the recovery of lost documentation or identify vulnerabilities in closed-source binaries with higher precision.