More household tasks are live 🏠
Season 8 is still going. More ways to contribute, more ways to earn Vader Points 🦾
Just a quick reminder: Season 8 is still live 💰🦾
Complete tasks. Contribute data. Earn Vader Points.
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 🦾
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…
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
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
The Season 7 snapshot has been taken 📸
Eligibility is locked. $VADER distribution lands Oct 7 🦾
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 🦾
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 🦾


















