NemoClaw & OpenShell on Jetson — Edge Manipulation and Functional Behavior

Published:

Enabled NemoClaw and OpenShell to run on Jetson AGX Orin and Orin Super Nano, bringing NVIDIA’s manipulation and functional behavior models to edge robotics platforms.

What Are NemoClaw & OpenShell?

  • NemoClaw — NVIDIA’s manipulation policy framework for dexterous robot grasping and object handling
  • OpenShell — A functional behavior system for robots to perform complex multi-step tasks

Technical Achievements

  • Optimized inference pipelines for Jetson’s constrained compute envelope
  • Containerized deployment for reproducible edge robotics workflows
  • Demonstrated real-time manipulation on affordable hardware platforms
  • Enables researchers and developers without data center access to work with state-of-the-art manipulation models

Impact

This work democratizes access to advanced manipulation AI — researchers and developers can now prototype and deploy sophisticated robot manipulation behaviors on hardware costing a fraction of data center systems.