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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 Aufrufe • vor 2 Tagen •via X (Twitter)

35 Kommentare

Profilbild von Lindon Gao
Lindon Gaovor 1 Tag

Wow nice work!

Profilbild von Vector Wang
Vector Wangvor 1 Tag

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

Profilbild von link
linkvor 1 Tag

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

Profilbild von Yannis He
Yannis Hevor 1 Tag

forwarded to our eng 🫡

Profilbild von Saket Tiwari
Saket Tiwarivor 2 Tagen

awesome! does mujoco web support cloth folding in sim?

Profilbild von Vector Wang
Vector Wangvor 2 Tagen

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.

Profilbild von Leo
Leovor 2 Tagen

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

Profilbild von Vector Wang
Vector Wangvor 2 Tagen

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.

Profilbild von Paolo AI
Paolo AIvor 2 Tagen

@ttktjmt let's add this to MjSwan ?

Profilbild von Tim
Timvor 2 Tagen

Wow very impressive, I will look into that 🔥

Profilbild von Tony Rick
Tony Rickvor 1 Tag

laundry task in 3 hrs with opus is kinda nuts

Profilbild von Sergey
Sergeyvor 1 Tag

Very cool, mindblowing what coding agents are capable of.

Profilbild von Ignacio López-Francos
Ignacio López-Francosvor 1 Tag

This is very cool

Profilbild von Feng Gao
Feng Gaovor 2 Tagen

Was the whole simulation also replicated by Opus 5.5?

Profilbild von Vector Wang
Vector Wangvor 2 Tagen

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

Profilbild von Haitong Wang
Haitong Wangvor 1 Tag

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

Profilbild von Vector Wang
Vector Wangvor 1 Tag

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

Profilbild von Chad L.
Chad L.vor 2 Tagen

super cool!

Profilbild von Jakie PLA
Jakie PLAvor 1 Tag

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.

Profilbild von Max Riazantsev
Max Riazantsevvor 1 Tag

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

Profilbild von Brian Zheng
Brian Zhengvor 1 Tag

Hi will you release the codebase

Profilbild von Alexander
Alexandervor 1 Tag

is this mujoco? the rendering quality look really high?

Profilbild von Vector Wang
Vector Wangvor 1 Tag

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

Profilbild von Alexander
Alexandervor 1 Tag

what additional renders? how are you doing that

Profilbild von Vector Wang
Vector Wangvor 1 Tag

Basically I pre-baked the lighting using blender first.

Profilbild von Greyyy
Greyyyvor 2 Tagen

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.

Profilbild von Jerry Chéng
Jerry Chéngvor 2 Tagen

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

Profilbild von Vector Wang
Vector Wangvor 2 Tagen

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.

Profilbild von Jerry Chéng
Jerry Chéngvor 2 Tagen

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

Profilbild von 刘海若(Hairuo Liu)
刘海若(Hairuo Liu)vor 2 Tagen

will it be open-sourced?

Profilbild von Vector Wang
Vector Wangvor 2 Tagen

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

Profilbild von xard
xardvor 1 Tag

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

Profilbild von newuhe
newuhevor 1 Tag

Nice work!How do you generate URR data?

Profilbild von Vector Wang
Vector Wangvor 1 Tag

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

Profilbild von rozgo
rozgovor 1 Tag

This looks really good. Nice work.

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