On-device by default
Local voice agents
Speech in, action out — ASR, an LLM agent loop, and TTS running on a single edge module with no round-trip to the cloud.
Telemetry & fusion
Reading real hardware — power systems, GPS, cameras — and turning noisy signals into something a person can act on.
Whole systems
From the driver layer to the web UI: testable, lightweight builds that survive flaky power and patchy connectivity.
The Smart Van
A bespoke edge-AI control system on a Jetson Orin Nano — local voice control, live Victron power telemetry, and an all-local inference stack. The demo below is the real dashboard running on simulated data.