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This article provides a visual walkthrough of t0-alpha, a 101.6M-parameter foundation model for multivariate time-series forecasting that separates time attention from cross-variable group attention, achieving competitive CRPS scores on GIFT-Eval compared to larger models like TimesFM 2.5 and Chronos-2.