Against the backdrop of climate change and the increasing frequency of extreme events, enhancing urban ecological resilience has become a central issue in the pursuit of sustainable development. Urban ecological resilience reflects a city’s capacity to withstand external uncertainties while achieving ecological recovery and long-term sustainability. Artificial intelligence technologies have introduced new approaches to addressing challenges in ecological governance. However, the mechanisms throu