As the boundaries of artificial intelligence (AI) continually expand, researchers grapple with one of the biggest challenges in the field: memory loss. Known as "catastrophic forgetting" in AI terms, this phenomenon severely impedes the progress of machine learning, mimicking the elusive nature of h