Artificial Intelligence (AI) agents have made remarkable strides in tasks ranging from natural language understanding to decision-making. A critical enabler of these capabilities is memory—the ability to store, retrieve, and process information. However, not all memory is created equal. Effective AI agents require a harmonious integration of short-term memory (STM) for immediate responsiveness and long-term…