# Toin

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Antonio Martinez](https://cerebralvalley.ai/u/Toin)
- **GitHub:** https://github.com/VodoooFilms/mosceye
- **Demo video:** https://www.youtube.com/watch?v=sQ7M7KPPDcM
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/33

Charm Checkout Counter - Remote retail ops with 412x412 + Vision AI.

Small store owners in Ecuador can't monitor checkout queues when they are away. This project turns a $20 gadget into a remote ops center.

Owner anywhere says to his Charm (Muse Gadget, 412x412 OLED, 5G, no phone needed): "chequea la caja ahora". The Linux gadget in the store (Mac mini / Raspberry Pi on store WiFi) receives the command via Muse cloud, runs YOLOv8 + SAM 3.1 on the last 2 min of real CCTV footage (validated on YouTube retail CCTV), detects cashier presence and people in queue, and returns to the Charm screen: "SIN CAJERO / 14 FILA LARGA" -> "CAJA ACTIVA / 2".

Solves: theft, long queues, cashier no-show. No video sent to cloud, only JSON result. Built and tested with real store footage.
Previous idea was habit tracker, pivoted to retail counter - this is the final version.

## More from Meta Global AI Developer Hackathon

- [Ansatz](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/30)
- [DAIRN](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/31)
- [WaravutVisual](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/32)
- [Guitarwiter](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/34)
- [HB Innovators](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/35)
- [paper-bro](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/36)

---

Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/33. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt