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

This collection of papers highlights multiple emergent attack surfaces and defenses at the intersection of LLM deployments, cryptography, and system security. Key risks: FloatDoor demonstrates a novel, platform-triggered, input-independent backdoor class (realized with lightweight LoRA adapters) that evades pre‑serving audits and can induce exploitable code vulnerabilities on specific hardware/software targets; Secure Coding Drift warns that sustained reliance on LLM-generated code produces longitudinal degradation of secure PQC implementations; PUFFERDOS produces practical ReDoS attack inputs