Serve supported models
Serve reasoning, audio, vision, action, and world models with WMR.
Run defense AI
inside your
air gap.
Train and serve models without an outside connection. Hedra provides World Model Runtime (WMR), GPU sandboxes, and encrypted deployment on infrastructure you control.
Serve and fine-tune without the internet.
Adapt models to your mission
Use flight logs and simulation data for SFT and RL in GPU sandboxes. Deploy encrypted WMR builds.
Operate offline
Keep your model registry, monitoring, and updates inside the same environment.
Run more capable models
on your edge hardware.
Work with our team to tune WMR for your latency, memory, and power budget.
On the vehicle
Run on Jetson Orin, Thor, Qualcomm, or custom hardware. Keep the network out of the inference loop.
Forward-deployed compute
Serve larger models from ground stations or ruggedized racks, close to the mission.
Your data center
Train and serve larger models on infrastructure at your facility, with offline operations.
One runtime across deployment tiers. All compute stays inside your approved environment.
Keep mission data inside your perimeter.
Encrypt model weights, proprietary code, and mission data from training through deployment.
Know what’s in your stack.
Choose US and allied models or bring supported weights.
WMR is a clean-room inference engine with no vLLM or SGLang code.
Start with
one workload.
Choose a model and define latency, quality,
and compute targets with our engineers.
We’ll plan an encrypted deployment on your hardware.