Memory is a fundamental component of intelligence. For both humans and machines, the ability to learn from past experiences and apply that knowledge to new situations is crucial for adaptable and intelligent behavior. In the world of artificial intelligence (AI), long-term memory represents a significant step forward, enabling AI systems