MemEvolve: Meta-Evolution of Agent Memory Systems

arxiv:2512.18746

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Agents, open-endedness, AGI · 2025-12-21

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1. Part 1
2. Part 2
3. Part 3

Contents

• MemEvolve: Meta-Evolution of Agent Memory Systems
• Abstract
• 1 Introduction
• 2 Related Work
• 3 EvolveLab: A Unified Codebase for Self-Evolving Memory
• 3.1 Preliminary
• 3.2 Modular Design Space of Memory Systems
• 3.3 EvolveLab Codebase
• 4 MemEvolve: A Meta-Evolving Memory Framework
• 4.1 Dual-Evolution Process
• 4.2 Diagnose-and-Design Evolution
• 5 Experiments
• 5.1 Experiment Setup
• 5.2 Main Results
• 5.3 Self-Evolving Memory Comparison
• 5.4 Meta-Evolving Dynamics
• 6 Conclusion
• 7 Contributions