Quantum technology is transforming security networks by introducing qubit-based architecture, which can outperform traditional computers in solving complex problems. These quantum computers can tackle encryption systems that would typically take conventional computers decades to crack. This advancement has sparked a focus on developing post-quantum cryptography, a new level of encryption designed to safeguard data from the power of quantum computing.