Mem²Evolve integrates experience memory and asset memory so that LLM agents expand capabilities through guided asset creation and distill new experience from those assets, yielding 6-18% gains over single-path evolution baselines.
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Mem$^2$Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation
Mem²Evolve integrates experience memory and asset memory so that LLM agents expand capabilities through guided asset creation and distill new experience from those assets, yielding 6-18% gains over single-path evolution baselines.