From Digital Twins to Data Engine: Cutting the Real-Data Burden with Sim-Powered Robot Learning
Teaching a robot a new task could take hundreds of teleoperated demonstrations. For foundation models, adapting to an entirely new robot can cost orders of magnitude more — dedicated hardware, trained operators, months of engineering.
On @boosterobotics' dual-arm robot, we studied this at two levels:
✱ Specialist: Can task-aligned simulation mixed with a small set of real demonstrations reduce the real-data burden?
✅ Yes. With only 10 real demos, the policy made no contact at all in physical rollouts (0/20). Adding 50 simulated trajectories brought contact to 17/20.
✱ Foundation: Can data accumulated across tasks build a reusable starting point (a Booster-specific model prior)?
✅ Yes. After full-parameter continued pretraining, a model adapted with just 30 demonstrations per task beat the original given twice as many: 14/16 vs 10/16 in simulated evaluation. Before any task-specific adaptation, in zero-shot simulation, it was already roughly 3× closer to the target (17.27 cm → 5.78 cm).
This work runs on Axis Suite, our Physical AI solution across different robot embodiments. Distributed contributors generate task-aligned sim data on Axis Hub at scale, reducing real-data needs for specialist adaptation while powering cross-embodiment generalist training.
Read the full blog: https://t.co/gRVi2LZnaJ
As we prepare for the upcoming $SO Public Sale, our partner @xLaunchpadApp has officially kicked off their KYC process, allowing participants on their platform to start verifying their identity ahead of the raise.
For those using the @0xSoulProtocol Platform, KYC will open directly when the sale goes live on May 16th.
When you get up and say the creed
"I believe in RedStone, the Oracles almighty
Maker of data for DeFi and institutions”
You are really saying
“I fervently wish that there exists a RedStone Oracles almighty” et cetera
Becausе if you really have faith you don't need to believe
RedStone enhancing top-tier security with @eigencloud's $14B economic security as the first major infra provider to deploy an AVS.
https://t.co/1HS2QNcwNw
Introducing RedStone AVS.
Strengthening RedStone's best-in-class security with EigenLayer's $14 billion of economic security.
RedStone is the first major infra provider to deploy an @eigencloud AVS.
RedStone AVS is coming to @ether_fi's weETH feed, only on Ethereum and @Base.
Join us tomorrow at 4 PM CET for our space to learn all about Swell's ✨new✨ Layer 2, Swellchain!
The guests 💡
@swellnetworkio@EtherFi@ionicmoney
See you there ✅
https://t.co/85SZsPeMSd
🌐 I have some great news to share with you!
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I would like to introduce you to one of our partners @bemo_fi!
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Read more here ⤵️
1/5
♦️ @redstone_defi
RedStone 🤝 LST
RedStone now supports $stTON price feed, Liquid Staking Token by @bemo_fi. Bemo is the first non-custodial liquid staking protocol on TON.
We're committed to support LST ecosystem on @ton_blockchain 💎
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BREAKING: The Red Holiday RedStone Campaign just wrapped with mind-blowing numbers 🤯
• 14,000+ Miners
• 12 Days
• Countless Hours of Fun
• Amazing Miners Content
• Huge amounts of RSG ♦️
Dive deeper 🧵👇
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