CrystalMem: Elastic Memory for Self-Evolving LLM Agents via Knowledge Crystallization

Beining Wu, Jun Huang

Memory for self-evolving large language model (LLM) agents is often provisioned as if its byte budget only grows. Cloud platforms, however, adjust quotas with load and cost, and we…