Capabilities
We bring intelligence to hardware-constrained, real-time systems through optimization, signal processing, and deployment expertise.
Model Optimization
- Quantization (INT8, INT16, dynamic)
- Pruning and sparsity
- Knowledge distillation
- Architecture search for constraints
- Runtime profiling and bottleneck analysis
Real-Time Signal Intelligence
- Adaptive beamforming (MVDR, GSC)
- Noise suppression and enhancement
- Spectral analysis and feature extraction
- Sensor fusion pipelines
- Fixed-point DSP optimization
Edge Deployment
- RTOS integration (FreeRTOS, Zephyr)
- Firmware and bootloader design
- OTA updates and rollback mechanisms
- On-device observability and logging
- Power profiling and optimization
MLOps for Edge
- Model registry and versioning
- CI/CD for edge models
- Safe rollout strategies (A/B, canary)
- Device fleet management
- Cloud + edge hybrid architectures
Typical Engagement Timeline
Our structured approach ensures predictable outcomes and clear milestones.
1
1. Discovery
Capture constraints: compute, power, memory, latency, connectivity.
2
2. Baseline
Profile existing system or establish reference architecture.
3
3. Optimization
Apply quantization, pruning, or algorithmic improvements.
4
4. Integration
Deploy to target hardware, integrate with firmware/RTOS.
5
5. Validation
Verify deterministic performance, power, and correctness.
6
6. Monitoring
Establish observability and iterate based on real-world data.
Ready to optimize your constrained system?
Let's discuss your hardware, constraints, and performance targets.