A publication from Renmin University of China and Huawei covers memory design, evaluation, applications, limitations, and future directions for LLM-based agents.
On August 11, 2025, a publication presented a survey of memory mechanisms in agents based on large language models. Attributed to Renmin University of China and Huawei, the work covers memory design and evaluation, applications, limitations, and future directions.
This overview may help engineers developing agents for long-term tasks; the available summary does not specify experimental results or individual mechanisms. To verify the scope and conclusions, consult the original publication and check its methods and references. If using AI to study or apply its ideas, avoid entering sensitive organizational data without authorization and follow internal data-protection policies.