Nature Will unveils Natura-1: 50B MoE robot model trained on 1M+ hours of human video

stingning · x · 2026-10-13

Nature Will introduced Natura-1, its first general foundation model for the physical world: a 50-billion-parameter MoE pretrained on over 1 million hours of egocentric human experience. It takes language and vision input and drives 20-DoF dexterous hands in a 100ms control loop. The recipe: pretrain world knowledge on massive human data, then efficiently post-train on limited robot data, yielding zero-shot natural-language instruction following that generalizes to unseen scenarios. The technical blog covers real-world demos, scaling results, training data, architecture, and infrastructure.

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