Backed by
Y
Combinator

The Real World Is the Next Training Ground for Embodied AI

Building the world's most diverse real-world, real-workplace, and industry-scale egocentric + robot dataset, accelerating our progress toward physical intelligence.

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How We Support Frontier Labs
01

Egocentric Data for Robotics World Models

Capture the most diverse egocentric data from real workplaces — every frame with hand and body pose, depth, and subtask annotations. Making egocentric video directly usable for robotics.

02

Robot Data for Fine-Tuning

Collect robot trajectories directly in real workplaces through our network of industry partners. High-quality, embodiment-specific real-world data to fine-tune on top of foundation models.

03

Human-in-the-Loop Rollouts and Evals

Support real-world rollouts with human oversight. Capture recovery data for edge cases and create a continuous data flywheel — every deployment adds experience that feeds back into training.

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