World’s First Embodied‑Native Action Model: Inside LingBot‑VA 2.0

LingBot‑VA 2.0 introduces the industry’s first embodied‑native pre‑trained robot brain, combining causal action modeling, a sparse MoE backbone, a semantic VAE tokenizer and asynchronous foresight reasoning to achieve six‑fold inference speedup, single‑GPU deployment and a 93.6% success rate on the RoboTwin 2.0 benchmark.

Causal ModelingForesight ReasoningMixture-of-Experts

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