Task list with difficulty, time, and rewards, so collection can be crowdsourced.
Contribution history and incentives designed for repeat participation.
Global, hardware-free supply for the pretraining layer of Physical AI.
📌Phyzical highlights
Browser-only robot teleoperation. No arm, no headset, no lab badge.
Simulation First: scale human demonstrations first, raise fidelity later.
Built for VLA and imitation learning, not for generic video clips. #PhysicalAI
Automatic trajectory capture with basic quality checks at submit time.
Backend path to photorealistic enhancement and domain randomization.
On-chain Data IDs on Base for provenance and future data markets.
We made it!
XPENG launches the world’s first automated production line for advanced general‑purpose humanoid robots.
The world’s first advanced general‑purpose humanoid robot has completed automated production and autonomously walks off the line.
$XPEV
VLA-Precision: Making VLA policies reliable for high-precision manipulation.
Pretrained VLAs can handle broad manipulation tasks, but small residual errors become a major problem when tasks demand precision and repeatability. Online RL can improve them through trial-and-error, but unreliable value estimates can cause policy drift, while large VLA models make training expensive.
Unitree Breakthrough: The World’s First Real-Time World Model-Driven Fully Autonomous Humanoid Robot Combat🥊
UnifoLM-X2-1.0 breaks through world-action foundation models' bottlenecks in instant planning, decision-making, and dynamic interactive execution, achieve high dynamics, strong interaction, real-time prediction and planning of the future, achieve fully autonomous combat for humanoid robots. This validates the fundamental feasibility of large-scale deployment of world model-driven humanoid robots.
Phyzical is the browser-based data crowdsourcing platform for Physical AI.
No robots. No hardware. No special skills.
Just open a browser, teleoperate a simulated robot, and contribute high-quality training data.
Data collection, as easy as playing a web game.
A teleop competition is a fascinating artifact of the times. Building a really good teleop stack is in fact worthy of competition, the robot is a product after all and this is the user experience. World humanoid robot games seem incredibly well thought out
We built a small biped robot you can teach new tricks to.
Train it in simulation, run it on the real thing. Meet Microduck 🦆
$399, shipping before Christmas.
https://t.co/RflJlIUwOu
https://t.co/kcoCKdAKfu
Unitree New Robot Preview: “Superman” Breaking the Limits of Humanity🥳
Standing high jump 2 m, top speed 12.66 m/s (0.85 m leg length)
Surpassing the standing high jump and running speed records of all humans around the world
This new machine has only been in development for a little over three months, with significant room for further improvement in the coming months.
Okay, seems like humanoids can play dodgeball now.
Unitree G1 dodges balls using onboard RGB-D vision.
PAC-MAN avoided 19 of 20 throws without falling.
No real-world fine-tuning. Just full-body reflexes.