- Ultra-Low Latency: Real-time inference with sub-10ms response times.
- Power Efficiency: Operation within strict thermal and battery constraints.
- Cost Optimization: Bill-of-materials costs compatible with consumer and industrial products.
- Privacy Preservation: On-device processing without cloud dependencies, with on-device security (authentication, secure communication) as well.
Problem Statement
The Edge Computing Paradox
As AI workloads increasingly move to the edge, the mismatch between hardware requirements and available solutions becomes acute. Edge devices require: