When Your Agent Forgets the Right Things: Skill Libraries as Emergent Defense Against Memory Poisoning
A new RL framework for agent skill libraries creates an unexpected security property: skills that lead to task failures get naturally retired. Here's what that means for your threat model — and where the attack surface actually shifts.