Embodied AI Digest

No Novel Breakthroughs

• Today's content contains no new experimental results, benchmarks, or methods beyond previously tracked information.

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NVIDIA's Cosmos 3 Edge (4B parameters) runs entirely on a single GeForce RTX GPU, processing text, images, and motion trajectories to predict future...

• RoboDojo exposes the Everest-level gap: SOTA policies hit just 12.8% real-world success and 8.80% average in simulation, versus human full marks.
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Physical intelligence replaces rigid factory hierarchies with distributed, real-time sensing and actuation at the edge.

• Humanoids act as a...

ACE ROBOTICS launched Kairos 3.1, an action-oriented world model using hybrid Transformer architecture to unify visual, language, force, and tactile...

Embodied Model Releases

• 🔥 Tencent Open-Sources Three Models: Tencent released and open-sourced Hy-Embodied-VLM-1.0, RxBrain, and VLA-0.5 at...

Tencent open-sourced three embodied models at WAIC that close the perception-body-action loop with striking efficiency.

• Hy-Embodied-VLM-1.0...

Tesla has never published Optimus production figures; credible reports place cumulative builds in the low hundreds, with Fremont production still not...

Two leading humanoid firms are simultaneously shifting from prototypes to factory-floor deployments and export strategies.

• AGIBOT unveiled four...

Research Methodologies

• 🔥 Active Real-World Factor-Based Evaluation: New framework reduces generalist policy benchmarking effort by 20-40%...

NYU Tandon researchers introduced DynaRetarget, a framework that lets humanoid robots learn physical skills directly from human demonstrations. This...

AGIBOT's X2 humanoid became the first embodied AI robot to serve as a full-scenario companion at a World Cup, switching between guide, coach, and...

A humanoid robot grilled kebabs and handled delicate hand-pulled noodles in a live demo after less than a week of training, using tactile sensors for...

Pudu Robotics unveiled its One Brain, Multiple Embodiments architecture at WAIC 2026, built on a three-layer Physical Agent system to share one...

• Robostral Navigate, an 8B model, steers robots via natural language and one RGB camera, skipping LiDAR, depth, or multi-camera rigs.
• It scores...

BrainCo unveiled an EEG headset that decodes thoughts into robot actions in under 200ms, letting users grasp objects without physical input.

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• T3000 packs 865 FP4 teraflops in half the size and power of T5000, targeting humanoid deployment.
• T2000 offers 400 FP4 teraflops and 16GB memory...

New approaches are tackling sim-to-real gaps and generalization limits in embodied AI:

• Active evaluation treats policy testing as sequential...

New Simulation and World Model Tools

• 🔥 SPEAR Simulator: SPEAR is a Python library connecting to any Unreal Engine application via modular...

SPEAR introduces a Python library that connects to any Unreal Engine application, exposing over 14K functions for unprecedented programmability.

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