We build frontier visual models and the engine underneath — yours run on it too.
Managed inference, training, and GPU sandboxes—engineered together for real-world AI. Use each on its own, or build across one connected stack.
100+ Models to build your dreams. We handle the hosting and infrastructure.
Build models that get better over time.
Fine-tune supported models with your data and Hedra’s training recipes. Evaluate the results and deploy on the same stack, with reinforcement learning for task-specific objectives.
Fluid, limitless compute under your control.
Create isolated GPU environments through Hedra SDK. Run custom model code, video pipelines, and simulations with your own dependencies. Hedra handles GPU scheduling and scaling.
Built by a frontier research lab advancing visual AI, WMR brings Hedra’s experience training and serving its own models to your workloads. Purpose-built for diffusion, video, and world action models, it optimizes visual generation—from attention across frames to each denoising step.
Models optimized for your
task and output
Optimize attention across frames and image encoding and decoding for the demands of visual models.
Reduce numerical precision with image and video quality guiding the tradeoffs.
Coordinate batching and caching around generation steps to improve latency and throughput.
Hedra operates the infrastructure for you.
Use WMR and Hedra’s building blocks within your own environment.
Run the Hedra stack on a customer-controlled or in-country cluster.
Hedra is a research and infrastructure company building tools to help researchers develop, improve, and deploy models that interact with real-world multimodal data.
Start with our models and API, or talk to our engineers about your training and deployment needs.
