Infrastructure for Physical AI 🦾

Joined November 2024
Your referral link is your edge ⚡ Invite friends, earn Vader Points, stack more rewards 🦾
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More household tasks are live 🏠 Season 8 is still going. More ways to contribute, more ways to earn Vader Points 🦾
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GM 🦾 Best day to turn a chore into training data.
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Just a quick reminder: Season 8 is still live 💰🦾 Complete tasks. Contribute data. Earn Vader Points.
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Packaging is a hidden test for robot hands. Caps twist. Tape peels. Zippers pull. Seals tear. Each one demands a different grip, direction and force. Egocentric video captures how people handle each one. Every package adds another useful manipulation task 🦾
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RLWRLD's HuRo turns human videos into training data. The dataset reaches about 630K robotized episodes. As the data scaled, out-of-distribution success rose from 35% to 72%. More human video, stronger robots. Egocentric data keeps proving its value 🦾 xitter.cf/Jinho3587/status/21020…
🎉 Excited to share HuRo, accepted to CoRL 2026! Can robotized human videos provide scalable robot learning supervision? HuRo turns human videos into robot aligned observations and actions. In VLA pretraining, OOD completion rises from 34.9% to 72.2%. 🧵 More in replies.
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Humans rarely complete tasks with textbook motions A jar gets braced against a table before it is opened A bag gets held with an elbow while both hands work There are things even humans are unaware of That is why egocentric video is so important for capturing human behavior
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Season 8 is live ⏳ Every task you complete means more Vader Points 🦾
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HumanEgo won Best Paper at IROS 2026 WORLDS. It teaches robots from minutes of human egocentric video. Human video is rich in quantity but poor in quality. Smarter representations matter as much as more data. They open-sourced everything 🦾 xitter.cf/TX_Leo_Wang/status/210…
HumanEgo won IROS2026 WORLDS Workshop Best Paper Award! We open-sourced everything: github.com/TX-Leo/HumanEgo
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Season 7 rewards are live 💰 200,000 $VADER has been distributed to eligible contributors. Season 8 is live now. Complete tasks, contribute data, earn $VADER 🦾
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The Season 7 snapshot has been taken 📸 Eligibility is locked. $VADER distribution lands Oct 7 🦾
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New care tasks added 🧴 Season 7 is almost at the snapshot. Last chance to contribute before Oct 5 🦾
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Season 7 rewards are almost here 💰 The snapshot will be taken on Oct 5 at 23:59 UTC 📸 $VADER will be distributed to eligible users on Oct 7 🦾
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More household tasks are live 🏠 Daily actions keep adding up. Complete tasks, contribute data 🦾
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A task begins before the first object is touched. People clear space, find tools and position materials. Those early steps prevent interruptions and mistakes. Egocentric video captures preparation along with action. It can teach robots how to set up a task from the start 🦾
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More friends, more Vader Points ⚡ Share your link. Every successful referral pays off 🦾
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GM 🦾 New week, new tasks. Best week to build physical AI.
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More petting tasks added 🐾 Season 7 is still ongoing. More simple actions. More useful data.
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