{"slug": "ant-groups-robbyant-unveils-lingbot-va-2-0-a-causal-video-action-model-built-for", "title": "Ant Group’s Robbyant Unveils LingBot-VA 2.0: A Causal Video-Action Model Built Natively for Physical AI", "summary": "Ant Group's Robbyant released the LingBot-VA 2.0 technical report, a Physical AI video-action foundation model built for embodiment. The model uses Foresight Reasoning to predict future states and achieves 225 Hz asynchronous control.", "body_md": "Ant Group's Robbyant has released the LingBot-VA 2.0 technical report — a Physical AI video-action foundation model built from scratch for embodiment rather than fine-tuned from a video generator. It predicts future states ahead of execution through Foresight Reasoning, re-grounds on every real observation, and reaches 225 Hz asynchronous control. We break down the causal DiT, the sparse-MoE video stream, the semantic visual-action tokenizer, and where the paper's own numbers don't line up.\n\nThe post [Ant Group’s Robbyant Unveils LingBot-VA 2.0: A Causal Video-Action Model Built Natively for Physical AI](https://www.marktechpost.com/2026/07/11/ant-groups-robbyant-unveils-lingbot-va-2-0/) appeared first on [MarkTechPost](https://www.marktechpost.com).", "url": "https://wpnews.pro/news/ant-groups-robbyant-unveils-lingbot-va-2-0-a-causal-video-action-model-built-for", "canonical_source": "https://www.marktechpost.com/2026/07/11/ant-groups-robbyant-unveils-lingbot-va-2-0/", "published_at": "2026-07-11 07:56:11+00:00", "updated_at": "2026-07-11 08:17:16.908670+00:00", "lang": "en", "topics": ["artificial-intelligence", "computer-vision", "ai-research", "ai-products"], "entities": ["Ant Group", "Robbyant", "LingBot-VA 2.0"], "alternates": {"html": "https://wpnews.pro/news/ant-groups-robbyant-unveils-lingbot-va-2-0-a-causal-video-action-model-built-for", "markdown": "https://wpnews.pro/news/ant-groups-robbyant-unveils-lingbot-va-2-0-a-causal-video-action-model-built-for.md", "text": "https://wpnews.pro/news/ant-groups-robbyant-unveils-lingbot-va-2-0-a-causal-video-action-model-built-for.txt", "jsonld": "https://wpnews.pro/news/ant-groups-robbyant-unveils-lingbot-va-2-0-a-causal-video-action-model-built-for.jsonld"}}