Lifelong Learning

This AI paradigm focuses on systems that can continuously learn new tasks and adapt to evolving information over extended periods. Unlike traditional models trained once, a lifelong learning system retains and builds upon previously acquired knowledge to improve performance on future tasks, avoiding catastrophic forgetting of old skills.