robotics
The Humanoid Moved and Manipulated in One Prediction
Omega-0 couples latent visual foresight to whole-body actions instead of separating walking from household manipulation.
Summary
Omega-0 couples latent visual foresight to whole-body actions instead of separating walking from household manipulation.
Omega-0 predicts controller-compatible whole-body action latents from language, vision and robot state while learning compact future-observation embeddings rather than reconstructing video. Its accompanying Omega-HOME dataset contains more than 40 hours of synchronized household humanoid data. The authors report that one model produced concurrent movement and manipulation across 11 real-world tasks and outperformed their comparison policies; the preprint does not establish open-ended household reliability or safety.
Why it matters
Omega-0 couples latent visual foresight to whole-body actions instead of separating walking from household manipulation.
Limits and context
- The authors report that one model produced concurrent movement and manipulation across 11 real-world tasks and outperformed their comparison policies; the preprint does not establish open-ended household reliability or safety.
Key claims
Omega-0 couples latent visual foresight to whole-body actions instead of separating walking from household manipulation.
Qualification: The authors report that one model produced concurrent movement and manipulation across 11 real-world tasks and outperformed their comparison policies; the preprint does not establish open-ended household reliability or safety.
Evidence: source-2026-08-08-004
Sources
- arXiv preprint 2608.06375arXiv · primary research
Corrections
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