“The research team proposed a landslide iterative reflective reasoning framework based on multi-source data fusion. By constructing a closed-loop feedback system, the paradigm shift of landslide recognition from static single inference to dynamic iterative optimization was achieved. The reinforcement learning optimization strategy was introduced to effectively alleviate the problem of scarce labeled data, providing a solution for intelligent landslide recognition in complex geological environments.”