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Your hand. In 3D.

Open, point, turn. A hand mesh follows your camera on your own GPU.

CAMERA OFF778 VERTICES · WEBGPU

Your hand will appear here.

Local inference. Camera frames stay on this device.

ONE-TIME SETUP

One command. Then your camera.

Paste this into Terminal on macOS or Linux. It gets the demo and models, then opens the browser. Review the model terms when asked.

curl -fsSL https://raw.githubusercontent.com/lyonsno/kaminos/main/demos/hand-mesh/setup.sh | bash

Setup details · MANO terms

Files are read locally. Nothing is uploaded.

How it works

A WiLoR hand detector locates the hand; MobRecon reconstructs its shape. Both neural networks run as WebGPU compute shaders using Kaminos WebGPU Inference Kit. With no accepted detection, reconstruction pauses and the mesh disappears. This shows hand shape and articulation, not calibrated world position.