EdgeMind: Train Once, Deploy at the Edge

The challenge

Cloud inference was too slow and expensive for on-device use cases, and packaging models for heterogeneous hardware was painful.

Our solution

Vyibex delivered a training-to-deployment platform covering data ingestion, model configuration, and edge packaging with monitoring for latency and failure modes.

Key features

• Multi-data-type training
• Edge packaging workflows
• Latency-focused inference
• Deployment monitoring

Technologies

Delivery process

1. Edge constraints workshop
2. Training pipeline design
3. Device packaging
4. Latency optimization