Continual learning is a challenge where new knowledge overwrites previously acquired knowledge.The paper introduces Adapter-Enhanced Semantic Prompting (AESP) as a lightweight CL framework.AESP utilizes semantic-guided prompts and adapters to enhance generalization and adapt features efficiently.Experiments show that AESP achieves favorable performance in continual learning.