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Project Hugin
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Distributed GPU Power for Robotics, Drones & Automation AI

Unify heterogeneous GPUs (2GB–32GB+) into a single compute pool. Train AI models at lower cost with measurable sustainability impact.

Start Training →Share Your GPU

Why Choose Hugin?

One network to train your AI — cheaper, private, and built for the physical world.

🔒

Private by design

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.

Built for Physical AI

More than fine-tuning. Hugin Learning trains robot, drone and automation control from scratch — our own breakthrough, for the problems others can’t train.

Verified & reliable

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.

What you can build

Built for real AI projects

Bring your data, train production-ready models across the network, then download and use them anywhere.

Custom language models

Fine-tune open models (LLaMA, Mistral, Phi, Gemma, Qwen) on your own data with LoRA & QLoRA.

Chatbots · Assistants · Code · Multilingual

Computer vision models

Train image classification & object-detection models on your own images, then download the trained model.

Quality control · Drones · Cameras · Inspection

Robotics & automation

Build perception models and prepare data — augmentation, validation and benchmarking for robotics teams.

Perception · Dataset prep · Model evaluation

Hugin Learning

Train control policies for robots and agents — the system discovers behaviour from scratch by trial-and-error, no labelled data needed.

Robots · Control · Agents · Automation
Start building →

How Hugin Works

Six-step pipeline from job definition to verified delivery with transparent billing.

Job Definition

Data classification, target metric, and pool selection.

Cost Estimate

HU & GPU-seconds estimate with upper bound and SLA.

Smart Scheduling

Your job is automatically matched to the right GPUs across the network.

Execution

Your job runs securely and reliably, with automatic recovery if anything is interrupted.

Quality Verification

Every result is checked for quality before it reaches you.

Billing & Payment

Verified job billing, automatic GPU owner payout.

The journey

From your data to your trained model

You upload, we take care of everything, and your finished model is ready to download.

Upload your data
Secure & private
We prepare it
Fully automatic
Trained across our network
Powered at scale
Turned into your model
Brought together
Download the result
Ready to use
Our breakthrough

Hugin Learning

Our own innovation: control intelligence that learns from scratch — by trial-and-error, with no labelled data — trained and verified across the network. Built for robots, drones and automation.

Learns from zero

Discovers the right behaviour by trial-and-error — no demonstrations or labelled data required.

Built for Physical AI

Balancing, positioning, navigation and your own custom tasks — the brain that runs robots, drones and automated lines.

Distributed & verified

Trained across the network and independently re-checked, so the result can be trusted.

Try Hugin Learning →
⬡ Engineered by Hugin

Your data, protected by design

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.

🛡️ Hugin Shield+
Included on every job

Protection is built in on every job — at no extra cost. Your data stays private, safe, and completely yours.

  • 🔒Private by default — protected automatically the moment you upload
  • 🙈Yours alone — no one ever sees your full data
  • 🤝Trusted partners only — your work runs on verified, reliable machines
  • 😌Total peace of mind — no setup, no risk, no surprises
🔒 Hugin Vault
Maximum confidentiality

Maximum confidentiality. Your data stays invisible — even to the computer that trains it.

  • 🧠Sealed private space — your data is only opened inside a protected area
  • 🙈Invisible to the owner — the machine’s owner can never see it
  • 📜Proven genuine — every machine is verified before it touches your data
  • 🏥For your most sensitive data — health, finance & personal records

You choose the protection level per job — Shield+ is included at the standard rate; Vault adds hardware isolation for the most sensitive data.

Transparent HU-Based Pricing

HU (Hugin Unit) is your simple billing unit. 1 HU ≈ 3,600 normalized GPU-seconds. Pre-estimate and upper bound before every job.

0.21EUR / HU
Transparent Pricing for Training
  • ✓ More iterations with same budget
  • ✓ Transparent HU + GPU-seconds billing
  • ✓ Pre-estimate & upper bound guaranteed
  • ✓ Community, Verified, or Dedicated pools
  • ✓ ESG reporting: kWh/HU & CO₂e/HU
Start Training Now
Share Your Compute
Turn idle devices into passive value. Hugin network harnesses compute power from any connected device globally.
  • 📱 Smartphones (Browser or App)
  • 🚗 Electric Vehicles (EV Compute)
  • 🌐 Any Web Browser Tab
  • 💻 Desktop & Server GPUs
Join the Network

HU Rate by Device Class

Device Class~HU/HourExamples
Smartphones (Idle)0.05 - 0.15iPhone 15 Pro, Pixel 8
Electric Vehicles (EV)0.2 - 0.4Tesla MCU, Polestar 2
4-6GB Consumer0.4 - 0.6GTX 1650, RTX 3050
8-12GB Consumer0.6 - 0.9RTX 3060, RTX 4070
16-24GB Workstation1.6 - 2.8RTX 3090, RTX 4090
24-48GB+ Datacenter2.8 - 4.5A100, H100

Frequently Asked Questions

Everything you need to know about training and deploying robotics, drone, and automation AI on Huginn.

What is Project Huginn?+
Project Huginn is a distributed GPU platform for Physical AI — training and running the models that power robots, drones, and industrial automation. It brings together GPUs from many contributors into a single shared compute network, so teams can train perception models, learn control policies, run inference, and explore simulations without owning a data center. Built by SMware ApS, a Startup Denmark approved company.
How does billing work?+
Billing is simple and usage-based — you only pay for the compute a job actually uses. Before any workload starts you see a clear cost estimate with an upper bound, so there are no surprise charges, and you can track everything from your dashboard.
What can I build for robotics, drones, and automation?+
The Physical AI Studio covers the full stack: train computer-vision perception models for tasks like defect, obstacle, or aerial-target detection; learn navigation and control policies with Hugin Learning; run inference with a trained model over large datasets; repeat experiments for reproducible results; and run large simulation studies. You can also fine-tune language models for the reasoning and decision layer of an automation system.
How does Hugin Learning train robot and drone policies?+
Hugin Learning lets you train control and navigation policies across the shared GPU network. Connect popular robotics simulators or bring your own environment, and your policy improves through repeated trial runs. Results stay reproducible and verifiable, and everything is computed on the GPU network — never on our servers.
What can I upload to Huginn?+
Vision projects use images and labeled image sets; sensor and telemetry projects use standard tabular data; and policy-learning projects use simulator environments. You upload your data or environment and Huginn takes care of running it across the network.
How is Huginn different from a raw GPU rental?+
Instead of just renting bare machines, Huginn gives you a complete Physical AI workflow — perception training, policy learning, inference, simulation, clear cost estimates, and one-click model download — all running across a managed, secure compute network. You focus on your robot, drone, or automation product; Huginn handles the infrastructure.
Are my datasets and model IP secure?+
Yes. Protecting your data and model IP is core to the platform. Every job runs in an isolated, encrypted environment, and for especially sensitive work you can choose a higher-assurance protection level. Your datasets, policies, and trained models always stay private to you.
Can I download my trained model and deploy it to a robot or drone?+
Yes. When a job finishes you can download your trained model and deploy it to your robot, drone, or edge device, or keep it on Huginn and try it in the built-in playground. Your models are yours.
Can I earn by sharing my device?+
Yes. If you have a spare GPU — in a desktop, a laptop, or even a browser tab — you can contribute it to the network and earn as it runs robotics, vision, and automation workloads. It works quietly in the background, so your hardware can earn even while you are not using it.
How do I share my GPU and start earning?+
It takes just a few minutes: sign in, choose the GPU Owner role, open the GPU Agent page in your dashboard, and follow the guided setup. The agent detects your GPU automatically and starts taking jobs — or use the browser-based option with no download. A full step-by-step guide is on our How to Share page.
Which GPUs can join the network?+
Almost any modern GPU can take part. The network spans a wide range of hardware, from entry-level cards to top-tier data-center GPUs, and automatically matches each job to suitable devices — more powerful GPUs handle heavier training and simulation, while lighter cards are great for inference.