A study reveals that memory-augmented LLM agents can unintentionally propagate toxic content through compressed memory summaries, which may evade detection by standard safety measures. Effective mitigation requires sanitizing toxic information before it is stored, highlighting the need for improved state-control mechanisms in AI safety protocols.