Governing Evolving Memory (the SSGM Framework)

This chapter explains the academic paper "Governing Evolving Memory in LLM Agents: Risks, Mechanisms, and the Stability and Safety Governed Memory (SSGM) Framework." It is the most advanced piece in this folder. The good news is that the previous chapters already prepared you for almost everything in it: the failures it tries to fix are the ones from Chapter 4, and the mechanisms it builds on are from Chapter 3. This chapter focuses on the paper's central contribution, the SSGM framework, while keeping the math light and the ideas clear.