Embedded AI applications
Deploying vision and inference workloads on edge hardware, from model to production pipeline.
Embedded software consulting
Embedded AI, CUDA/SIMD acceleration, and IoT for teams that need to ship.
Build a proof of concept, hit a deadline, or simply fill a staffing shortage.
Services
CUDA/SIMD applications
Speeding up compute-heavy code with GPU kernels and CPU vector instructions.
Embedded frameworks and middleware
Integrating and extending the frameworks that move data between sensors, accelerators, and applications.
IoT
Connected devices from the sensor to the cloud: device software, provisioning, and fleet updates.
Code review and project rescue
Independent architecture and code reviews, test strategy, and getting stalled projects shipping.
Case studies
Automotive, autonomous driving
Autonomous driving middleware deployed across tens of thousands of vehicles
At Rivian: middleware that coordinates real-time AI and vision workloads across CPUs, GPUs, and specialized accelerators, running in production across tens of thousands of vehicles.
- Deployed in production across tens of thousands of vehicles
- Production deployment of GPU-accelerated LSTM models
- Millisecond-level latency issues resolved across multiple ECUs
High-voltage asset monitoring
LoRa IoT condition monitoring for high-voltage electrical assets
At TerraSense Analytics: leadership of hardware and software development for CRWN, with multi-SoC STM32 devices recording ultrasonic audio, a custom LoRa protocol with cellular transmission, edge AI processing, and a server-side database and GUI.
- 10 devices deployed in a short development cycle
Defense
Multi-stream edge AI video analytics for a defense target-acquisition product
At TerraSense Analytics: technical leadership of MIST, with NVIDIA DeepStream and GStreamer pipelines processing multiple video streams with AI at the edge, Cassandra and Kafka for data, and an integrated GUI.
- Real-time processing of an edge AI workload across 2 sensor modalities
Have an embedded project that needs a hand?
Tell me what you're building and where it's stuck. I'll reply within two business days with whether and how I can help.