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Robotics is still data starved. Collecting high-quality robot demonstrations remains brutally slow and expensive. Introducing COBALT: A cloud-native teleoperation platform designed for large-scale robot learning. We are democratizing data collection by leveraging the hardware everyone already owns: the smartphone All you need is to download an app (today)! Read...

104,553 次观看 • 4 个月前 •via X (Twitter)

32 条评论

Animesh Garg 的头像
Animesh Garg4 个月前

Efficiency enables everyone! COBALT's modular, cloud-first architecture supports concurrent, global teleoperation via smartphones, VR, or 3D mice. To maximize efficiency, we utilize vectorization to support multiple parallel users on a single GPU.The result? A near 4x reduction in data collection costs per 1,000 demos on an entry-level NVIDIA T4.

Animesh Garg 的头像
Animesh Garg4 个月前

Scale should match quality! Our user study shows that smartphone control yielded shorter completion times and smoother trajectories than traditional inputs (VR, SpaceMouse), with the lowest calibration errors. Real-time metric filtering ensures every collected intervention is rigorous.

Animesh Garg 的头像
Animesh Garg4 个月前

In a pilot study, we crowdsourced >7,500 demonstrations (>50 hours of data) in just 5 days across 9 countries, purely using smartphones. We validated this dataset by training SOTA algorithms (ACT, DP) and confirmed compatibility with real physical robots (Franka Panda, YAM arms) We did all this without burning VC Money :😉

Animesh Garg 的头像
Animesh Garg4 个月前

Try out COBALT today! Arxiv: Website: Code: iOS App: Android App: released soon. co-led by @agarwal_ayush05 & @angandhi04 alongside collaboration with @jerthesquare_, @omarrayyann, @sarswat_aryan, Ranjani Koushik, @MasoudMoghani, @AjayMandlekar and @animesh_garg.

mafia.base.eth 的头像
mafia.base.eth3 个月前

hey @igoryuzo one of the community members reached out to him and he is interested in getting funding with bankr he is new to base and needs help claiming fees. would be good if you can talk to him.

Rv 的头像
Rv4 个月前

Hey Animesh, been following COBALT and really admire what you’re building. We run a small Base community and would love to send some token fees your way as a gesture of support w no strings attached. If you’re open to it, just share a Base wallet and we’ll send it over. Good luck

Rv 的头像
Rv3 个月前

Appreciate your work Animesh!

Ceki 的头像
Ceki3 个月前

There was a token created on BASE to help you with funding on COBALT project. Feel free to claim the fees - that's why they are there.

mthws0x 的头像
mthws0x3 个月前

Hey @animesh_garg, tried to send you a DM but your profile don't receive messages, Someone created u a Token on Base Blockchain redirecting the fees to your project If u have any question about it u can send me a message on DMs! If @igoryuzo could talk with u too to explain more, would be great!

Saïd Aitmbarek 的头像
Saïd Aitmbarek4 个月前

smart indirect approach to data collection but aren’t teleops datasets *too tied* to the hw they operate remotely?

Animesh Garg 的头像
Animesh Garg4 个月前

It is less about a particular platform but about the teleop infra that scales seamlessly

Levi 的头像
Levi3 个月前

Is it cooler to integrate token rewards? Users upload training data, receive rewards, and upload it to top robot companies to create a flywheel effect

NotSuperMiche17 的头像
NotSuperMiche174 个月前

this account @cobalttteleop is not his, animesh is based in usa, this acc is based in indonesia and has written france in its bio, yall literally buying a coin feeding some random kid in jakarta

Nick Champrenault 的头像
Nick Champrenault4 个月前

Smartphone-teleop solves the collection. Doesn't fix evals or distribution shift past step 1000. Robotics is loop-starved, not data-starved.

Adel Bucetta 的头像
Adel Bucetta4 个月前

that's a problem, but isn't the real issue that current approaches treat teleoperation as a manual labor problem rather than an ai one? cobalt seems to be tackling it from the other direction

Hank LeGods 的头像
Hank LeGods3 个月前

hey @animesh_garg are you familiar with @bankrbot and @base 's history of supporting strong tech projects on-chain? I think Cobalt could be a great candidate, the community would be crowdfunding your work (no endorsement necessary or anything, unofficial)

Danh Tran 的头像
Danh Tran3 个月前

Do you plan to create an X account to receive updates on the COBALT project you're building? @animesh_garg

Animesh Garg 的头像
Animesh Garg3 个月前

yes. soon.

Danh Tran 的头像
Danh Tran3 个月前

Oh, so do you plan to claim the fee from the $COBALT token that the Bankr community created for you earlier? @animesh_garg

danial 的头像
danial4 个月前

this is mega! has this been tried w G1’s? we run a data factory and would be keen to try this teleop setup

just10101 的头像
just101014 个月前

Shameless @danfei_xu Stop stealing from students/ interviewees Shame on @gtcomputing

leepy 的头像
leepy4 个月前

Yessssss brother it feels so good to see people doing teleop instead of putting cameras on their head and washing dishes

Nocta 的头像
Nocta3 个月前

Would you be open to accepting support from the @base @bankrbot community?

Liza Van rijn Ferreira 的头像
Liza Van rijn Ferreira3 个月前

Seek

Pruthviraj P 的头像
Pruthviraj P4 个月前

COBALT cloud-native teleoperation for large-scale robot demonstrations. Data collection is still brutal

o-o 的头像
o-o3 个月前

It would be even better if you could take a look at this. @Tesla @Tesla_Optimus @elonmusk

Michelle Sun 的头像
Michelle Sun4 个月前

how do you use smartphone to teleop? does one hand hold the phone, so only one hand can be manipulating objects

Animesh Garg 的头像
Animesh Garg4 个月前

currently a single phone controls a single arm. Getting 2 phones is possible. we are already working on variables where phone is a 2 arm controller. the use cases can be both data collection, but also assisted telelop for human in the loop autonomy.

Michelle Sun 的头像
Michelle Sun4 个月前

fantastic. this is going to unlock lots of applications

Grandma Kitty 的头像
Grandma Kitty3 个月前

What is the CA for this token?

Nava | Finance Research 📈 的头像
Nava | Finance Research 📈3 个月前

This is revolutionary tech $COBALT 🔥

Caesar 的头像
Caesar3 个月前

You can help fund your project with the coin that has been launched for you

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