Why Supervised Fine-Tuning Fails Against Prompt Injection: Co-Evolving LLM Defenses with Multi-Agent RL (MAPPO)

The Problem: Static Defenses Lose to Adaptive Attackers Most teams defend Large Language Models (LLMs) against prompt-injection and jailbreak attacks using Supervised Fine-Tuning (SFT) on a static dat