In recent times, the fusion of widely accessible artificial intelligence (AI) and edge-based models has propelled the joint evolution of hardware products and cutting-edge technologies. This synergy has effectively tackled long-standing challenges within the security sector and paved the way for fresh avenues of growth in the era of Artificial Intelligence of Things (AIoT).