Intelligence engineered for the physical world
Autona AI develops foundation models for perception, planning and control that run at the edge — enabling robots, aircraft and defense systems to make sub-millisecond decisions without cloud dependency.
Perception Models
Multi-modal transformers fusing camera, LiDAR, radar and RF signals.
World Models
Predictive models of scene dynamics for planning under uncertainty.
Autonomous Planning
Hierarchical task planners with formal safety envelopes.
Edge Deployment
Quantized runtimes for Jetson, Hailo and neuromorphic silicon.
Continuous Learning
Federated learning across fleets with differential privacy.
Assured AI
Model provenance, red-team testing and MIL-STD-882E safety cases.
Deployed systems
40B-parameter multi-modal model tuned for autonomous systems and geospatial reasoning.
Deterministic inference runtime with hard real-time scheduling guarantees.
End-to-end lifecycle management with automated evals and drift detection.