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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 просмотров • 2 дней назад •via X (Twitter)

Комментарии: 35

Фото профиля Lindon Gao
Lindon Gao1 день назад

Wow nice work!

Фото профиля Vector Wang
Vector Wang1 день назад

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

Фото профиля link
link1 день назад

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

Фото профиля Yannis He
Yannis He1 день назад

forwarded to our eng 🫡

Фото профиля Saket Tiwari
Saket Tiwari2 дней назад

awesome! does mujoco web support cloth folding in sim?

Фото профиля Vector Wang
Vector Wang2 дней назад

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.

Фото профиля Leo
Leo2 дней назад

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

Фото профиля Vector Wang
Vector Wang2 дней назад

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.

Фото профиля Paolo AI
Paolo AI2 дней назад

@ttktjmt let's add this to MjSwan ?

Фото профиля Tim
Tim2 дней назад

Wow very impressive, I will look into that 🔥

Фото профиля Tony Rick
Tony Rick1 день назад

laundry task in 3 hrs with opus is kinda nuts

Фото профиля Sergey
Sergey1 день назад

Very cool, mindblowing what coding agents are capable of.

Фото профиля Ignacio López-Francos
Ignacio López-Francos1 день назад

This is very cool

Фото профиля Feng Gao
Feng Gao2 дней назад

Was the whole simulation also replicated by Opus 5.5?

Фото профиля Vector Wang
Vector Wang2 дней назад

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

Фото профиля Haitong Wang
Haitong Wang1 день назад

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

Фото профиля Vector Wang
Vector Wang1 день назад

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

Фото профиля Chad L.
Chad L.2 дней назад

super cool!

Фото профиля Jakie PLA
Jakie PLA1 день назад

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.

Фото профиля Max Riazantsev
Max Riazantsev1 день назад

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

Фото профиля Brian Zheng
Brian Zheng1 день назад

Hi will you release the codebase

Фото профиля Alexander
Alexander1 день назад

is this mujoco? the rendering quality look really high?

Фото профиля Vector Wang
Vector Wang1 день назад

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

Фото профиля Alexander
Alexander1 день назад

what additional renders? how are you doing that

Фото профиля Vector Wang
Vector Wang1 день назад

Basically I pre-baked the lighting using blender first.

Фото профиля Greyyy
Greyyy2 дней назад

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.

Фото профиля Jerry Chéng
Jerry Chéng2 дней назад

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

Фото профиля Vector Wang
Vector Wang2 дней назад

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.

Фото профиля Jerry Chéng
Jerry Chéng2 дней назад

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

Фото профиля 刘海若(Hairuo Liu)
刘海若(Hairuo Liu)2 дней назад

will it be open-sourced?

Фото профиля Vector Wang
Vector Wang2 дней назад

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

Фото профиля xard
xard1 день назад

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

Фото профиля newuhe
newuhe1 день назад

Nice work!How do you generate URR data?

Фото профиля Vector Wang
Vector Wang1 день назад

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

Фото профиля rozgo
rozgo1 день назад

This looks really good. Nice work.

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