• New climate models successfully simulate the cooling of the eastern tropical Pacific and Southern Ocean.
• Mesoscale ocean eddies and cloud feedback mechanisms play a crucial role in the observed cooling.
• Improved climate models can lead to more reliable climate predictions and inform policy decisions.