2026 02 Plugmem

New preprint: PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents — a plug-and-play memory module that turns raw agent experience into reusable knowledge and consistently improves long-horizon decision-making. Code on GitHub.