Active Layer Dynamics refers to the seasonal freeze-thaw cycles occurring in the uppermost layer of permafrost-affected soils, greatly influencing ecosystem processes and infrastructure stability in cold regions. Understanding these dynamics is crucial for predicting the impacts of climate change on permafrost, which can lead to significant ecological and socioeconomic consequences as the active layer thickens and carbon release accelerates.