#memory management

MIT and NUS researchers introduce MEM1, a reinforcement learning framework that enables language agents to efficiently manage memory during complex multi-turn tasks, outperforming larger models in speed and resource use.

MemOS introduces a memory-centric operating system that transforms large language models by enabling structured, adaptive, and persistent memory management for continuous learning and better adaptability.