Weather forecasting covers the shortest time horizon of predictive science - only 2 weeks - due to the physics of fluid dynamics. The atmosphere has a pretty short memory. Weather forecasts rely on "initial condition predictability" using current temperature, pressure, humidity, and wind patterns.