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ML Infrastructure for Robotics

Building Trvise Vortex

Who We Are

We believe the next leap in robotics won’t come from better hardware it will come from better infrastructure. Robots today are held back not by intelligence, but by the fragmented systems that power them. Training happens in one place, validation in another, and deployment in yet another — each stitched together by brittle scripts and months of engineering effort.

Trvise is building the unified infrastructure layer that makes real-world robotics scalable. We integrate data collection, model training, simulation, optimization, and deployment into a single continuous system enabling robots to learn, adapt, and update safely in the field.

Our team brings deep experience from Samsara, Nutanix, and the Intelligent Motion Lab at UIUC, where we built real-time perception and control systems for embodied AI. We’ve seen firsthand how great infrastructure can accelerate progress and how the lack of it slows the entire industry down. We’re building the system that will finally let robotics move at the speed of software.

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