KOF Services
Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

VirtuRide - rider-safety HUD for Ray-Ban Display (part of SecondSight) The problem: a traveller on a bike, motorcycle or in traffic has to keep their eyes on the road, but the warnings and readouts that could help them live on a phone - exactly where they can't safely look. Hazards get missed, and by the time a phone is checked, the moment has passed. VirtuRide turns Ray-Ban Display glasses into a safety HUD for anyone on the move. On-device detection watches the road at frame rate, warnings are spoken into the glasses and shown as a minimal peripheral display, and the phone stays in a pocket or bag where it belongs. Around the hazard layer: heart rate direct from the traveller's own sensor over BLE, personal safety ranges with spoken limit alerts, a fatigue indicator, and VOX, an effort-stability index built for this app. One HUD, any ride: it runs in ride, drive and any modes - bicycles, motorcycles, cars, any way you move. It is a working proof of concept, field-tested on real roads during the event week by bike and by car - including an Oct 31 road ride where two minutes of total network failure never stopped the on-device warnings. Pre-existing work: the SecondSight app shell - glasses session handling, camera and display plumbing, and the on-device detection stack were built in the week predating this event. Built during the event window (Oct 26 – Nov 4): VirtuRide itself, including the safety HUD, the sensor integrations, the Muse Spark hazard classification, and the Muse Spark ride debrief. Contributors: Ferdinand Ephrem (KOF Services) - creator; VirtuRide was designed, directed and field-tested by him during the event window. Musée - programming assistant from muse.ai and senior dev lead, leading a team of agents at KOF Services.