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When training ACT-1, we treated data from diverse, long-horizon tasks in the wild as a first-class citizen. This makes generalization the default, not an exception. The capability envelope expands. More to come.

391,171 views • 10 months ago •via X (Twitter)

46 Comments

Alper Canberk's profile picture
Alper Canberk10 months ago

is a visionary btw

Fabi's profile picture
Fabi10 months ago

Moose’s name is Stan and he usually stays in my room. He joined our office for CowBoy day and has stayed ever since

Alper Canberk's profile picture
Alper Canberk10 months ago

it's a moose!!!

Ruoshi Liu's profile picture
Ruoshi Liu10 months ago

Congrats Alper! Really happy to see you shining!

Alper Canberk's profile picture
Alper Canberk10 months ago

Thank you Ruoshi 🙏♥️ You've played a big role in this trajectory :)

Jia Lim's profile picture
Jia Lim10 months ago

if I domain randomize my house enough, can we pls get a memo??? @sundayrobotics

Alper Canberk's profile picture
Alper Canberk10 months ago

@sundayrobotics what animals do you got

sarah guo's profile picture
sarah guo10 months ago

…the moose!

Alper Canberk's profile picture
Alper Canberk10 months ago

colleagues have been insisting that it's a reindeer

Nishant Desai's profile picture
Nishant Desai10 months ago

@saranormous it IS a reindeer!

Fabi's profile picture
Fabi10 months ago

@alpercanbe @saranormous How do we know it’s not a baby moose tho??

Nishant Desai's profile picture
Nishant Desai10 months ago

@alpercanbe @saranormous Because the antlers are not palmate and flattened

Alper Canberk's profile picture
Alper Canberk10 months ago

@flooburrito @saranormous hallucinated

Connor Hughes's profile picture
Connor Hughes10 months ago

finally!! 🙌 robotics + moose 🫎

jade's profile picture
jade10 months ago

Nice! Did you end up choosing torchcodec for the cpu/gpu decoding of images ?

Alper Canberk's profile picture
Alper Canberk10 months ago

yessir

HÜSEYİN BÖREKCİ's profile picture
HÜSEYİN BÖREKCİ10 months ago

Büyük bir adım attın kardeşim. Daha küçük yaşta buralara kadar geleceğini ispatlamıştın. Yürekten kutluyorum seni. 🥰 Başarıların daim olsun. Seninleyiz.🤜🤛

Alper Canberk's profile picture
Alper Canberk10 months ago

Teşekkürler Hüseyin Abi ❤️🙏

Robert Moore's profile picture
Robert Moore10 months ago

@chris_j_paxton I’m looking forward to training and testing one and hoping that I can do it myself without a lot of outside help.

R2rule's profile picture
R2rule10 months ago

Çok güzel.. emeğinize sağlık. Market raflarına ürün dizerken veya seralarda ürün toplama senaryoları da yaptırabilir misiniz? Ellerde üç parmak kullanmak çok verimli. İnsanlar günlük işlerinin %99’unda sadece üç parmağını kullanır. Ellere beş parmak ekleme saçmalığına devam etmemeniz ayrı güzel.

Kindness & Strength☄️🍀's profile picture
Kindness & Strength☄️🍀10 months ago

Give it legs and make training boots.

Craig Merry's profile picture
Craig Merry10 months ago

this is rad

AI PlanetX's profile picture
AI PlanetX10 months ago

Exciting approach to training data! Generalization as default is key. Can't wait for more!

Chirag's profile picture
Chirag10 months ago

Please don't show at 4/5x accelerated pace. As bullish I'm about personal home robots it's misleading.

Aykut Uz's profile picture
Aykut Uz10 months ago

Great work with no fluff.

enemenememe's profile picture
enemenememe10 months ago

The greatest human invention after pre-chopped onions.

Aykut Uz's profile picture
Aykut Uz10 months ago

While you should keep trade secret aspects of how your RL works; imho it would attract attention if your company can share “along the way; these approaches failed/ turned out to be dead ends” stories.

Autonomous's profile picture
Autonomous10 months ago

finger precision looks tight 🙌 need to get my hands on one for testing. got a few office task automations in mind that could work

saurish 🫧's profile picture
saurish 🫧10 months ago

i can't help but get lego movie vibes & i love it

Amy - AI Girl's profile picture
Amy - AI Girl10 months ago

Exciting approach to training! Looking forward to seeing the results.

Kate Deyneka's profile picture
Kate Deyneka10 months ago

congrats with the launch Alper!

Alper Canberk's profile picture
Alper Canberk10 months ago

thanks Kate 🙏

Changhao Wang's profile picture
Changhao Wang10 months ago

Congratulations. This is so cool!

Alper Canberk's profile picture
Alper Canberk10 months ago

Thank you Changhao 🫡

Altiam Kabir's profile picture
Altiam Kabir10 months ago

It's exciting to see such a focus on diverse data!

subash chandra bose anuradha's profile picture
subash chandra bose anuradha10 months ago

most humanoid robots have human-like legs to imitate bipedal locomotion, but Sunday's robot has a wheel base for movement. was this a deliberate choice because you found fully imitating human biomechanics to be ineffective for the tasks you're targeting? curious if the trade-off was stability/energy efficiency vs terrain adaptability, or if the manipulation tasks mattered more than the locomotion form factor?

Allysson Meirelles's profile picture
Allysson Meirelles10 months ago

@EMostaque Interesting approach. Did you see any patterns across the different tasks that surprised you?

Lonny Watro's profile picture
Lonny Watro10 months ago

I hate my socks folded like that though. How does he do with folding shirts? Folding shirts is the worst chore.

ILUVXLR8's profile picture
ILUVXLR810 months ago

Making generalization the default is huge, can't wait to see how far that capability envelope goes

Fairooz Choudhury's profile picture
Fairooz Choudhury10 months ago

Exciting approach to training! Looking forward to seeing the results.

Tom Shafron's profile picture
Tom Shafron10 months ago

but can it fold socks in a submarine?

Yashas's profile picture
Yashas10 months ago

Did you face issues in dataset training, synthetic vs real implemtations etc? Can we talk about it? Just curious in robotics intelligence

Shadowless Labs's profile picture
Shadowless Labs10 months ago

Very cool robot! Looks like an evolved form of the Aloha

Austin's profile picture
Austin10 months ago

What is going on with that PCB? I cant read the descriptor but this is going to come bite you later during manufacturing.

Brad Harris's profile picture
Brad Harris9 months ago

Hello Alper, I wanted to contact you about the robots podcast, but your DM is closed. Please follow me if you're interested!

Shikima's profile picture
Shikima10 months ago

Models that learn across long tasks unlock everything next

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