Algorithms Starved for Data
Algorithms and hardware are ready, yet Physical AI starves for massive everyday data to trigger its GPT-1 moment
The Compounding Data Engine for Physical AI
We are building the world's largest scalable data infrastructure for robotics. Powered by a decentralized network of 100K+ contributors, compounding data diversity at foundation-model scale
The Bottleneck is
Data
Hardware Ready for Scale
Compute keeps scaling, but robots still lack the diverse real-world experience needed to generalize beyond the lab
A Compounding Data Engine
Every task, demonstration, and failure compounds into the data foundation Physical AI needs to improve over time
Task Generation
Procedural generation of diverse environments
Data Collection
Global human network providing demonstrations
Model Training
Automated evaluation to diagnose data quality
Optimization
Mining failures to generate new targeted tasks
An inherentlyopen ecosystem
Our true power lies in openness. We embrace agnostic infrastructures, a massive global workforce, and heterogeneous multi-modal data. Through our universal data middleware, we process this raw ecosystem scale into high-fidelity substrates ready to power any robotic embodiment.We are building the world's largest scalable data infrastructure for robotics. Powered by a decentralized network of 100,000+ contributors, compounding data diversity at foundation-model scale
Infra
Agnostic simulators & hardware
Workforce
100K+ global human network
Data
Heterogeneous multi-modal sources
Products 1/4
Task Generation Engine
We don’t leave diversity to chance—we engineer it axis by axis. By multiplying embodiments, object, spatial, semantic, and visual dimensions, we generate exponentially growing data at scale in a highly cost-effective way
Sim Data Collection Platform
Shifting data collection from legacy offline, sequential methods to an online, fleet-wide, massively parallel human-in-the-loop engine. By eliminating entry barriers, we leverage a global user base to drive generation at 10x the efficiency
Mobile Egocentric App
Shifting real-world data capture from expensive, hardware-heavy setups to a zero-barrier, mobile egocentric app. By pairing SOTA real-time hand pose tracking with our existing global workforce, we seamlessly translate human vision into robotic motion at massive scale
Data-Processing Pipeline
Shifting from raw data accumulation to model-centric data engineering. Equipped with a rich toolset, our pipeline processes diverse inputs into on-demand, model-training-ready formats, delivering a 10x+ improvement in data quality
Task Generation Engine
We don’t leave diversity to chance—we engineer it axis by axis. By multiplying embodiments, object, spatial, semantic, and visual dimensions, we generate exponentially growing data at scale in a highly cost-effective way
View DetailsSim Data Collection Platform
Shifting data collection from legacy offline, sequential methods to an online, fleet-wide, massively parallel human-in-the-loop engine. By eliminating entry barriers, we leverage a global user base to drive generation at 10x the efficiency
View DetailsMobile Egocentric App
Shifting real-world data capture from expensive, hardware-heavy setups to a zero-barrier, mobile egocentric app. By pairing SOTA real-time hand pose tracking with our existing global workforce, we seamlessly translate human vision into robotic motion at massive scale
View DetailsData-Processing Pipeline
Shifting from raw data accumulation to model-centric data engineering. Equipped with a rich toolset, our pipeline processes diverse inputs into on-demand, model-training-ready formats, delivering a 10x+ improvement in data quality
View Details