The development of robust AI agent memory represents a pivotal step toward truly intelligent personal assistants. Currently, many AI systems grapple with retrieving past interactions, limiting their ability to provide tailored and appropriate responses. Emerging architectures, incorporating techniques like persistent storage and episodic memory , p