One network to train your AI — cheaper, private, and built for the physical world.
You choose the protection level on every job: Shield+ keeps your data encrypted and split so no machine ever sees the whole — or Vault runs on sealed hardware no one else can read.
More than fine-tuning. Hugin Learning trains robot, drone and automation control from scratch — our own breakthrough, for the problems others can’t train.
Every result is independently re-checked, and a slow or dropped machine never stalls your job. You get a model you can trust — completely hands-off.
Bring your data, train production-ready models across the network, then download and use them anywhere.
Train YOLOv8 detection, segmentation, pose and oriented-box models, or ResNet / EfficientNet / ConvNeXt classifiers, on your own images — then download the weights.
Learn balancing, reaching and locomotion policies in MuJoCo, Gymnasium or Box2D — or your own simulator through a Gymnasium interface. No labelled data needed.
Benchmark model versions on the same test set, run scenario sweeps, repeat seeded experiments, and run your trained model over large image sets.
Fine-tune open LLMs (LLaMA, Mistral, Qwen) on your own procedures for operator assistants and task instructions.
Six-step pipeline from job definition to verified delivery with transparent billing.
You upload, we take care of everything, and your finished model is ready to download.
Our own innovation: intelligence that learns what you need with almost no data. It discovers how your robots, drones and machines should act — by trial and error — and learns to find the objects that matter from just a handful of your photos.
Discovers the right behaviour by trial-and-error — no demonstrations or labelled data required.
MuJoCo (Reacher, Hopper, Walker2d, Ant, Humanoid), Box2D and classic Gymnasium tasks built in — or connect Isaac Sim, Gazebo or your own environment through a Gymnasium interface.
Show it three photos of an apple — or of your own part, tool or product — and it finds it in new photos and videos, shows you exactly where it is, and tells you when it isn’t there.
Trained across the network and independently re-checked, so the result can be trusted.
Most GPU networks ship your raw data to strangers' machines. Hugin doesn't. Every job runs under Hugin Shield+ — a multi-layer protection stack we built — or, for the most sensitive work, inside a hardware-isolated Vault.
You choose the protection level per job — Shield+ is included at the standard rate; Vault adds hardware isolation for the most sensitive data.
You pay per job. Every job shows its estimated cost — with an upper bound — before anything runs. Billing is in Hugin Units: 1 HU = €0.21.
| Job | Hugin Shield+ | Hugin Vault |
|---|---|---|
Defect-detection model YOLOv8s · object detection · 50 epochs | €31.50 | €81.90 |
Drone / aerial detector, lightweight YOLOv8n · object detection · 50 epochs | €15.75 | €40.95 |
Image classifier ResNet-18 · 30 epochs | €14.18 | €36.85 |
Robot control policy Hugin Learning · 60 generations | €2.52 | €6.55 |
Object finder from a few photos Hugin Learning · 3 photos · compact | €1.28 | €3.32 |
Simulation sweep 10 scenarios | €63.00 | €163.80 |
Batch inference Your trained model over an image set | €2.10 | €5.46 |
Figures come from the same cost calculator you see in the dashboard. Shield+ protection is included at the standard rate; Vault runs on hardware-isolated machines at 2.6× the standard rate. You are charged the estimate shown when you queue the job.
Everything you need to know about training and deploying robotics, drone, and automation AI on Huginn.
Tell us about your robot, drone or automation project. We reply by email and can set up a call to go through your data, your stack and the right protection level — before you sign up.