At #GoodwoodFOS, we deployed the Coaching Agent natively inside the new fiaformulae GEN4 car. No remote data centres, and no heavy industrial rigs. Just extreme edge compute decoding microsecond-accurate telemetry entirely on-device using a Raspberry Pi 5 and a Google Pixel 10 Pro XL. Swipe to see the architecture: using the Pi as a CAN bridge, running Gemma natively via ML Kit on the Pixel, and safely storing data offline using SQLite.