This review evaluates how AI-driven solutions, especially generative AI, can enhance urban energy resilience to help power systems adapt to and recover from extreme weather events and energy crises. By improving energy efficiency, reliability, and robustness, this approach directly supports the transition to carbon neutrality, which is essential for limiting global temperature increase and mitigating the impacts of climate change.