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legoESM: a modular, differentiable, multiscale, AI-ready Earth system model built with AI agents

calendar_today October 9, 2026 domain machinelibrary-ai

Earth system models (ESMs) have grown tremendously in realism, yet key uncertainties persist in the climate response to greenhouse-gas forcing, particularly due to cloud radiative feedbacks. In addition, their software architecture was not designed for accelerator hardware or modern artificial intelligence (AI). Here we present legoESM, a composable, differentiable, multiscale ESM written in JAX.

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