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Chapter 4 · How Memory Fails
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CHAPTER 04 · How Memory Fails · 7 / 9

Safety failures: poisoning and privacy

The SSGM paper adds the safety dimension, which the practitioner article touches less:

  • Memory poisoning: malicious instructions get injected into storage and the agent later treats them as legitimate knowledge. Because memory persists, one poisoned entry can corrupt behavior for a long time.
  • Privacy leakage: in multi-user or multi-agent settings, an agent retrieves memories it should not, leaking sensitive data across sessions or users. The paper cites a striking finding from related work ("Topology Matters"): the network structure of a multi-agent system itself governs how much leaks, and fully connected memory networks maximize the vulnerability.
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