“The annual tech showcase in Las Vegas was dominated by “physical AI” and robotics”

“While security for text-based LLMs is an active area of research, existing solutions are often insufficient to address the unique threats for the embodied robotic agents, where malicious outputs manifest not merely as harmful text but as dangerous physical actions.”

“Dream2Flow overcomes the embodiment gap and enables zero-shot guidance from pre-trained video models to manipulate objects of diverse categories-including rigid, articulated, deformable, and granular.”

“The dataset incorporates 12K tactile-enhanced episodes and 20K mobile manipulation trajectories.”

“The article mentions the use of AI to refine the author's writing and integrate the latest product roadmap. It also references CEO Demis Hassabis's vision of accelerating scientific discovery.”

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“The paper finds that human-to-robot transfer emerges once the VLA is pre-trained on sufficient scenes, tasks, and embodiments.”

“From China to Silicon Valley, from Model to Embodiment, from Agent to Hardware.”

“The article's context, 'ArXiv', suggests this is a research paper or preprint.”

“The research focuses on scaling cross-embodiment policy learning.”

“Repurposing Video Diffusion for Embodiment-Aware Robot Data Synthesis”

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“RoboWheel is a data engine from Real-World Human Demonstrations for Cross-Embodiment Robotic Learning”

“The abstract or introduction of the paper would provide more specific details on the methods, results, and contributions.”

“Spivak discusses a wide range of topics related to intelligence, creativity, and the nature of knowledge.”

“The article doesn't contain a direct quote.”