Challenges and Considerations/Future Directions:

• Forgetting Curve - Users may forget information over time if not reinforced. Periodic reminders and reinforcement strategies can address the forgetting curve.
• Neuroadaptive Systems - Exploring interfaces that adapt in real-time based on users' neurological responses. Integrating brain-computer interfaces for personalized learning experiences.
• Cognitive Diversity - Individuals have diverse memory and learning preferences. HCI designs should accommodate different cognitive styles and abilities.
• Enhanced Personalization - Leveraging machine learning to create interfaces that continually adapt to individual learning patterns. Integrating AI for anticipatory customization of user experiences.