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Replicated the laundry task in mujoco web, and also self-trained the RL WBC. By Opus 5.5 in 3 hrs. Agentic real2sim is nearly solved.

48,049 views • 2 days ago •via X (Twitter)

35 Comments

Lindon Gao's profile picture
Lindon Gao1 day ago

Wow nice work!

Vector Wang's profile picture
Vector Wang1 day ago

Thanks Lindon! Thrilled to get acknowledged by you. I am always fascinated by what Dyna has done.

link's profile picture
link1 day ago

@ZeYanjie Cool! How did you trained a urr based rl policy?

Yannis He's profile picture
Yannis He1 day ago

forwarded to our eng 🫡

Saket Tiwari's profile picture
Saket Tiwari2 days ago

awesome! does mujoco web support cloth folding in sim?

Vector Wang's profile picture
Vector Wang2 days ago

Mujoco supports cloth simulation, but the performance is not good and can't really do real-time in web. So in the video the cloth is only presented as rigid body.

Leo's profile picture
Leo2 days ago

Did the three-hour build match how the towels behave, or mainly the robot and laundry room?

Vector Wang's profile picture
Vector Wang2 days ago

Mujoco supports cloth simulation, but the performance is not good and can't really do real-time in web. So in the video the cloth is only presented as rigid body.

Paolo AI's profile picture
Paolo AI2 days ago

@ttktjmt let's add this to MjSwan ?

Tim's profile picture
Tim2 days ago

Wow very impressive, I will look into that 🔥

Tony Rick's profile picture
Tony Rick1 day ago

laundry task in 3 hrs with opus is kinda nuts

Sergey's profile picture
Sergey1 day ago

Very cool, mindblowing what coding agents are capable of.

Ignacio López-Francos's profile picture
Ignacio López-Francos1 day ago

This is very cool

Feng Gao's profile picture
Feng Gao2 days ago

Was the whole simulation also replicated by Opus 5.5?

Vector Wang's profile picture
Vector Wang2 days ago

The robot trajectory is retrieved from official website (only kinematic) and Opus did the scene and robot dynamics to match this trajectory.

Haitong Wang's profile picture
Haitong Wang1 day ago

This is so cool. Are the towels modeled as well in sim?

Vector Wang's profile picture
Vector Wang1 day ago

Currently all rigid bodies so it's easier to run on web.

Chad L.'s profile picture
Chad L.2 days ago

super cool!

Jakie PLA's profile picture
Jakie PLA1 day ago

3 hours? I could not help myself. This wants to live on a factory cart. Print brackets, bolt on wheels, and let Opus do the boring RL tuning. OH YES.

Max Riazantsev's profile picture
Max Riazantsev1 day ago

That looks great! Are you going to try the same with XLeRobot? It is cheap enough to actually test sim-to-real on the real hardware

Brian Zheng's profile picture
Brian Zheng1 day ago

Hi will you release the codebase

Alexander's profile picture
Alexander1 day ago

is this mujoco? the rendering quality look really high?

Vector Wang's profile picture
Vector Wang1 day ago

Mujoco web, so I can have additional renders customized (while still runs in real time in the browser)

Alexander's profile picture
Alexander1 day ago

what additional renders? how are you doing that

Vector Wang's profile picture
Vector Wang1 day ago

Basically I pre-baked the lighting using blender first.

Greyyy's profile picture
Greyyy2 days ago

The rigid-cloth clarification is useful. Which physical properties were estimated from the source assets, and which used defaults? A sensitivity sweep on friction and inertia would be interesting before treating this as a faithful dynamics model.

Jerry Chéng's profile picture
Jerry Chéng2 days ago

Wow this is insane! Did the real2sim modeled the robot as well? Would be great if you can share the harness - I have been trying lately as well

Vector Wang's profile picture
Vector Wang2 days ago

Robot file is extracted from Dyna's website and added physical properties, and also generated collision mesh. Didn't use special designed harness, just prompted my requirements in claude code.

Jerry Chéng's profile picture
Jerry Chéng2 days ago

That's sooo brilliant! Love the idea - and still amazed by the real2sim abilities, agentic robotics is here

刘海若(Hairuo Liu)'s profile picture
刘海若(Hairuo Liu)2 days ago

will it be open-sourced?

Vector Wang's profile picture
Vector Wang2 days ago

After I confirm with Dyna, it’s their IP after all

xard's profile picture
xard2 days ago

again it needs to be proved effective when deployed in real world!

newuhe's profile picture
newuhe1 day ago

Nice work!How do you generate URR data?

Vector Wang's profile picture
Vector Wang1 day ago

~98% synthetic (random keyframes + min-jerk + step targets → FK), seeded by ~97 s of Dyna's public ego-replay clips

rozgo's profile picture
rozgo1 day ago

This looks really good. Nice work.

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