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RoboTok: Turning the Internet Into a Motion Search Engine for Dexterous Robots

RoboTok retrieves human hand-pose trajectories from internet videos to automatically generate scalable robot training data for dexterous manipulation…

4 weeks ago

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VLAct: The VLA Backbone Is Not Just Plumbing

VLAct proposes a representation-centric continued pre-training approach for Vision-Language-Action models that converts limited robot data into trans…

4 weeks ago

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Two Models, One Gradient: Making World-Model RL Work for Contact-Rich Robots

Breaks intractable full world-model RL into a heavy global trajectory model combined with a lightweight latent local dynamics approximator, enabling …

4 weeks, 1 day ago

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GigaBrain-0.7: Scaling Robot Intelligence by Separating Acting, Thinking, and Imagining

Introduces a three-system architecture for scaling embodied foundation models, representing a new approach to large-scale embodied AI. In this episod…

4 weeks, 1 day ago

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Geometry Is the Contact Plan: Bringing Surface Reasoning Into MPC

Geometry-Informed Contact Optimization and Model Predictive Control for Efficient Contact-Rich Manipulation In this episode of Embodied AI 101, we ex…

1 month ago

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A Swarm That Knows Its Margin: Safe Multi-Drone Transport With CBF-RL

Safe and Scalable Multi-Drone Payload Transport via CBF-Based Reinforcement Learning With Zero-Shot Sim-to-Real Transfer In this episode of Embodied …

1 month ago

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The Optimizer Becomes a Policy: Inside RP-1's Learned Planner for Robot World Models

Pantheon Industries introduces Reinforced Planning (RP-1), the first fully learned planner that iteratively improves robot action plans from scratch …

1 month ago

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SAGA: Ground the Affordance, Then Learn the Motion

SAGA: Open-World Mobile Manipulation via Structured Affordance Grounding In this episode of Embodied AI 101, we explore "SAGA: Ground the Affordance,…

1 month ago

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REMAC: Turning Robot Failures into Better Team Plans

REMAC: Self-reflective and self-evolving multi-agent collaboration for long-horizon robot manipulation In this episode of Embodied AI 101, we explore…

1 month ago

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Restore the Sensor Contract: Training-Free Robustness for Brittle VLA Policies

Vision–Language–Action (VLA) policies remain brittle under modest distribution shift. On LIBERO-Plus, contemporary models that solve clean tasks at h…

1 month ago

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