ADAPTIVE SIMILARITY-DRIVEN APPROACHES FOR CONTINUAL LEARNING: BRIDGING TASK-AWARE AND TASK-FREE PARADIGMS. ijaair. 2025;2(01):1-6. doi:10.55640/ijaair-v02i01-01