About Humyn Labs
Humyn Labs builds the intelligence layer for physical-world AI — systems that perceive, reason, and act in real environments. Our work sits at the intersection of egocentric video understanding, embodied AI, robotics perception, and voice-driven interaction. We move rapid, obsess over data quality, and ship at scale.

Humyn Labs converts human action - across sound, sight, movement, and touch - into high-quality multi-modal data signals for physical AI. Operating across 20+ countries in India, southeast Asia, Latin America, and the Middle East: the real-world environments where physical AI deploys, not the labs where it is built.

Our data isn't just collected; it's evaluated, defended, and production-ready. Because before AI can be trusted, its training data must be.

THE OPPORTUNITY
Our auto-annotation stack currently runs on public off-the-shelf models — for head pose, hand keypoints, depth, and object detection and segmentation. Every one of them was trained on data that does not look like ours,



and every one of them has a documented failure mode on our captures: wide-FOV fisheye rigs, gloved hands, heavy occlusion, motion blur, ego-motion, real workshops instead of clean scenes.

We have measured those failures precisely. We are hiring you to remove them — by training our own models, on our own data, and putting them in production behind a gate. This is not a research role adjacent to the pipeline. You own the model layer of the pipeline.

WHAT YOU'LL OWN
Metric 3D hand pose. Build the in-house hand model that is stable in the world frame, and decide the representation (MANO topology, 6D vs axis-angle) rather than inheriting it.
Egocentric pose that survives the camera. We have narrowed the suspects (rectification residual, FOV, shutter type) and currently route between several public SLAM / VIO systems per clip. Replace routing-by-heuristic with a model that makes any capture device deliverable — including learned despiking and drift correction

📌 Research Engineer (Bengaluru)
🏢 Humyn Labs
📍 Bengaluru