New papers propose memory systems for LLM agents

Ten new arXiv papers introduce memory architectures for LLM agents, including TRUSTMEM, AdaMem, AtomMem, and MemRefine. They tackle selective retention, temporal ordering, and compression for long-horizon tasks.