Five sequential AI models — PeopleNet, NvDCF tracker, MoveNet pose, YOLOX hand detection, MediaPipe hand landmarks — running natively on a Jetson Orin Nano. The trick to skipping the 12-minute first-boot TensorRT compile: ship the engines inside the OTA payload, not just the ONNX.
Avocado pre-pulls container images into the device's writable /var at build time, inside a temporary dockerd running inside the SDK container. The device boots offline and starts its stack on first power-on, no registry pull needed.
Flashing embedded boards from a Mac usually means a Linux VM and fragile USB passthrough. The Avocado Desktop preview provisions a Raspberry Pi 5 natively from macOS, so there is no VM to babysit and no passthrough to drop.
200 scripted power cuts at random points during an A/B OTA update. Zero bricks at steady state — and the two early failures weren't where we expected.