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Show HN: Real-world speedrun timer that auto-ticks via vision on smart glasses

tash_2s Tuesday, February 03, 2026

I built a hands-free HUD for smart glasses that runs a real-world speedrun timer and auto-splits based on what the camera sees. Demo scenario: making sushi.

Demo: https://www.youtube.com/watch?v=NuOVlyr-e1w

Repo: https://github.com/RealComputer/GlassKit

I initially tried a multimodal LLM for scene understanding, but the latency and consistency were not good enough for this use case, so I switched to a small object detection model (fine-tuned RF-DETR). It just runs an inference loop on the camera feed. This also makes on-device/offline use feasible (today it still runs via a local server).

Summary
The article provides a guide for integrating the Rokid RFDETR (Robotic Face Detection and Tracking) library into a GlassKit application, which allows for real-time face detection and tracking on a wearable device.
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