Robots need context, not just data.

We're an applied research studio helping robotics teams build embodied systems that reason about the world — perception, planning, and alignment for real deployments.

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What we work on

Perception

Multi-modal sensing pipelines. RGB-D fusion, semantic segmentation, 6-DoF pose estimation, and closed-loop scene graphs for cluttered real-world environments.

Planning

Long-horizon task-and-motion planning that survives contact with the world. Task graphs, LLM-in-the-loop reasoning, and reactive controllers that recover instead of freezing.

Alignment

Safety envelopes and human-intent modeling. Making sure the robot does what the operator meant, not just what the operator said. Evaluation harnesses that catch quiet regressions.

How we work

2–8 wk
Typical engagement
7
Hardware platforms shipped on
100%
Reproducible eval harness delivery

Let's build something that understands.

Reach us at hello@robotunderstanding.com — we usually reply within one business day.

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