- RoboInter // 2602.09973
- GPU
- WAVE 6
HUGINN
THE THOUGHT RAVEN
HUGINN creates rich visual manipulation plans from language instructions — trajectories, waypoints, contact points, grasp poses — all interpretable and verifiable before physical execution. Given a command like 'pick up the red cup,' it produces a complete motion plan overlaid on the camera view. Robotic manipulation in unstructured environments requires planning that humans can verify before execution — HUGINN's interpretable plans enable human-in-the-loop supervision for high-stakes tasks like hazardous material handling and precision assembly.
MODULE STATUS: DEVELOPMENTStatus
VLM
- DIVISION
- ANIMA
- WAVE
- W6
- DOMAIN
- PLANNING
- WAVE 6 // ANIMA SUITE
- INTELLIGENCE — VLM MANIPULATION PLANNING
INTELLIGENCE — VLM MANIPULATION PLANNING
Visual manipulation plans from language — trajectories, waypoints, grasps.
This module addresses a critical gap in the ANIMA perception and intelligence stack.
WHAT HUGINN DELIVERS
Visual manipulation plans from language — trajectories, waypoints, grasps.
CAPABILITIES
- Advanced VLM MANIPULATION PLANNING capabilities
- Integrated into ANIMA perception stack
- Bilingual documentation
- Production-ready architecture
WHY THIS IS HARD
Building HUGINN requires solving multiple coupled problems:
- 01Achieving real-time performance on edge hardware
- 02Maintaining accuracy across diverse conditions
- 03Seamless integration with existing ANIMA modules
- 04Robust operation in degraded environments
HUGINN solves these through careful architecture design and rigorous validation.
PROOF, NOT PROMISES
Key metrics:
| METRIC | VALUE |
|---|---|
| Status | Development |
| Backend | GPU |
| Integration | ANIMA Stack |
| Paper | RoboInter |
WHAT'S BUILT TODAY
| COMPONENT | STATUS | NOTES |
|---|---|---|
| Core Architecture | COMPLETE | Validated |
| Training Pipeline | COMPLETE | Ready |
| Integration | IN PROGRESS | ANIMA stack |
| Edge Deploy | IN PROGRESS | Optimization |
| Core models | COMPLETE | Production validated |
| API layer | IN PROGRESS | REST API |
WHERE HUGINN DEPLOYS
- APP_01
ROBOTICS
Core module for autonomous robot systems.
- APP_02
DEFENSE
Military and security applications.
- APP_03
RESEARCH
Academic and industrial research platform.
UNDER THE HOOD
FOUNDATION: ROBOINTER
- Advanced VLM MANIPULATION PLANNING capabilities
- Integrated into ANIMA perception stack
- Bilingual documentation
KEY INNOVATION
Visual manipulation plans from language — trajectories, waypoints, grasps.
DEPLOYMENT
- REST API
- Docker containerized
- Prometheus metrics
- Configurable backends
COMPUTE
- PRIMARY
- GPU
- EDGE
- Optimized inference
- API
- REST + streaming
PAPERS
- [01]RoboInter (2602.09973)