InfoWorld examines four memory systems designed to enhance the capabilities of agentic AI and large language models. These systems aim to improve LLM performance by enabling more sophisticated information retention and retrieval mechanisms. The article outlines approaches that address the limitations of current AI agents in managing and utilizing contextual information.