Nature Climate Change, Published online: 28 April 2026; doi:10.1038/s41558-026-02624-xIntegrating knowledge across climate risks, societal responses and their interactions is a critical yet persistently challenging goal. We argue that advanced artificial intelligence frameworks, specifically foundation models, offer a new opportunity to unify these domains and support climate decision-making.