Secure Coding Drift in LLM-Assisted Post-Quantum Cryptography Development: A Gamified Fix

The paper presents a novel socio-technical vulnerability model called Secure Coding Drift in Post-Quantum Cryptography (PQC), which addresses the risks associated with reliance on LLM-generated code that can lead to insecure implementations. It proposes a gamified framework that integrates adversarial evaluation, behavioral feedback, and security scoring into development workflows, transforming LLMs from passive tools into active security co-pilots. This approach is crucial for practitioners as it aims to enhance secure coding practices in the complex landscape of PQC development.