Governing Evolving Memory in LLM Agents: Risks, Mechanisms, and the Stability and Safety Governed Memory (SSGM) Framework. - Chingkwun Lam; Jiaxin Li; Lingfei Zhang; Kuo Zhao (CoRR, 2026)