Machine learning is revolutionizing weather forecasts, moving from country-specific predictions to global pattern predictions, and pushing accuracy closer to traditional methods. WeatherBench 2, a new open platform, lets researchers rigorously compare models and accelerate progress for better weather predictions worldwide.