MemAgent: Learning to Manage Heterogeneous Memory Providers for LLM Agents.

arXiv:2609.32521v1 Announce Type: new Abstract: Current agents remain largely stateless across tasks, limiting their ability to continually improve from prior interactions and making memory essential for long-horizon agentic behavior. Existing memory methods s