AINeutralarXiv – CS AI · 15h ago6/10
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Is Agent Memory a Database? Rethinking Data Foundations for Long-Term AI Agent Memory
Researchers propose Governed Evolving Memory (GEM), a new paradigm for long-term AI agent memory that treats memory as a state-management workload rather than traditional database storage. The framework addresses four critical failure modes in current agent systems—unregulated growth, missing semantic revision, capacity-driven forgetting, and read-only retrieval—through four state-level operators and six correctness conditions that operate at the trajectory level rather than individual records.