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ABOUT ODYSSEY

ODYSSEY

Where AI Feeds Robot Minds

Our Mission

Odyssey is building the infrastructure for continuous learning in robotics. We enable robots to learn, adapt, and improve autonomously through privacy-preserving data pipelines and real-time AI model updates. Our mission is to accelerate the deployment of intelligent machines that can safely operate in the real world.

The Odyssey Pipeline

Data Ingest

Collect sensor data, telemetry, and experiences from robots in the field.

Our data ingest system handles multi-modal sensor streams including vision, lidar, IMU, and proprioceptive data. We support real-time ingestion at scale with automatic quality checks and anomaly detection.

Privacy-First Processing

Encrypt and anonymize data while preserving learning signals.

All data is encrypted end-to-end using homomorphic encryption. We use differential privacy techniques to ensure individual robot experiences cannot be reverse-engineered while maintaining model performance.

Real-Time Streaming

Stream processed data to training clusters with minimal latency.

Our streaming infrastructure delivers sub-100ms latency for critical updates. We use adaptive batching and priority queues to balance throughput with responsiveness.

On-Device Learning

Deploy updated models back to robots for continuous improvement.

Models are optimized for edge deployment with quantization and pruning. We support incremental updates to minimize bandwidth and enable offline learning with periodic synchronization.

Advanced Technologies

Cryptography

Homomorphic encryption, secure enclaves

AI Models

Transformers, diffusion models, RL

Networking

Low-latency streaming, P2P mesh

Edge Computing

On-device inference, federated learning

Cryptography

Homomorphic encryption, secure enclaves

AI Models

Transformers, diffusion models, RL

Networking

Low-latency streaming, P2P mesh

Edge Computing

On-device inference, federated learning

Real-World Use Cases

Industrial Automation

Robots learn to optimize assembly lines, predict maintenance needs, and adapt to new products without reprogramming.

Autonomous Vehicles

Self-driving systems improve through fleet learning, sharing edge cases and safety-critical scenarios across vehicles.

Humanoid Robotics

Humanoid robots learn manipulation skills, navigation, and human interaction through continuous real-world experience.

Disaster Response

Search and rescue robots adapt to unpredictable environments, learning from each deployment to improve future missions.

Who are we?

We're a team of researchers, engineers, and roboticists from leading AI labs and robotics companies. We're united by a vision of a future where intelligent machines work alongside humans to solve humanity's greatest challenges.