Most robotics demos keep the scene fixed so the result looks clean. This playground does the opposite.
You set the environment first materials, lighting, table height, object positions then watch a single demonstration in Room A and the current leading policy attempt the same task in your rearranged Room B. Multiple camera angles, live execution, visible successes and failures.
I spent some time testing it. The useful part is how quickly the generalization problem becomes concrete: rearrange a few objects and you immediately see what the policy can transfer and what still breaks. It makes the “one demonstration, weights frozen, new scene” constraint easier to evaluate than reading about it.
Worth trying if you want a clearer sense of where current in-context robot learning stands
bittensor:native
Our playground is LIVE for Attune (SN58) on Bittensor. 🤖
Anyone can test it with 3 free credits by joining our discord - links in the comments or grab them from our 📍 post on: @robotensor_ai ⬅️
Everyone have a great weekend! 🌞
It's live. 🤖
The Robotensor Playground is open to everyone. Build any room you want, then watch the top model on Attune (SN58) try to handle it.
Go try to break it 👇
https://t.co/LjD9Obn0GD
7/ Join the Attune Discord and get 3 free credits 🎁
https://t.co/zzCyFzmoqg
Already in the Bittensor Discord? Find us in the SN58 channel:
https://t.co/tL9N3ch1nE
@robotensor_ai
🚨 DID YOU MISS THIS?
Can Bittensor actually help build the brains powering the next generation of robots? 🤖
I sat down with the team behind SN58 Attune ( @robotensor_ai ) to dig into what they're building.
We covered:
🧠 How miners compete to train robotic AI
🤖 Live robot simulations and model performance
⚡ How validators evaluate the results
💰 Their revenue model and commercial licensing plans
🚀 The roadmap toward humanoid robotics in 2027
One of the most interesting conversations we've had about robotics on Bittensor.
🎥 Watch the full interview:
https://t.co/fmyOzyvKFP
#Bittensor #TAO #Robotics
@ShizzyUnchained Thanks for having us and helping share what we’re building at Robotensor! We really appreciated the thoughtful questions and the chance to introduce Attune to your audience.
Bittensor’s next big robotics breakthrough? 👀 Joining @RealMrNida@SilasBeckRobots@ducanhruoi from @robotensor to explore Attune SN58. One demonstration. A different scene. Can the robot adapt? Meet the team building on $TAO. https://t.co/0ihI9mkAEU
Vector Level 1 is done: the first open competition for in-context learning in robotics.
One demo, then a scene it’s never seen. Across 16 dual-arm tasks, the crown finished at 87.9%, beating fine-tuned pi0.5. 👑
https://t.co/GFCaqnIM84
🚨 Going LIVE Today at 12 PM ET!
We're diving into Bittensor SN58 Attune with the team ( @robotensor_ai )!
Join us as we break down what they're building and what's next for SN58.
🔴 Watch Live 👇
https://t.co/obfWbw9wyK bittensor:native
On the floor at #AllThingsOpen 2026 in Raleigh 🤖
The future of robot intelligence should be open. That's why we built Attune — @robotensor_ai s open robot-intelligence competition on Bittensor (SN58).
Building in robotics or decentralized AI? Let's talk.
https://t.co/OuIyG47mGE
Our team is heads-down building this week, while our CEO @RealMrNida is in Raleigh, NC at @AllThingsOpen 2026, learning and making valuable connections.
The speakers, discussions, and workshops have been as tremendous as the people we’ve met.