Menu generation, Order, & Food Delivery | AI-driven LoRa & LLM-enabled Kiosk & Food Delivery System

Published at : 23 Dec 2025

A research project on developing a full-fledged drive-through kiosk and food delivery system, utilizing LLMs to generate user-specific menus/deals.

⬇️ The project's GitHub repository provides:

#️⃣ Drive-restaurant web application
#️⃣ Kiosk customer endpoint code files
#️⃣ Food delivery system code files
#️⃣ Endpoint PCB manufacturing files (Gerber)
#️⃣ Delivery system Flex PCB manufacturing files (Gerber)
#️⃣ 3D part and component design files (STL)
#️⃣ Edge Impulse FOMO object detection models (Arduino library)

https://github.com/KutluhanAktar/AI-driven-LoRa-LLM-enabled-Drive-through-Kiosk-Food-Delivery-System

You can utilize ELECROW PCBA services to manufacture your designs.

https://www.elecrow.com/pcb-assembly.html?idd=5

✔ 🚀 Project Platforms:

https://www.kutluhanaktar.com/

https://www.hackster.io/kutluhan-aktar

https://www.instructables.com/member/...

https://hackaday.io/TheAmplituhedron

✔ 🚀 Social Media:

https://www.linkedin.com/in/kutluhan-aktar-a3739618a/

https://twitter.com/KutluhanAktar

https://www.instagram.com/KutluhanAktar/

🕰️ Timestamps
0:00 Drive-through Restaurant Overview
0:23 Restaurant Web Application Sign-in
0:53 Kiosk Customer Endpoint Order Generic Menus/Deals
1:18 Food Delivery System Order Generic Menus/Deals
2:40 Restaurant Web Application Generate Menus w/ LLMs {deepseek-r1:8b}
3:33 Restaurant Web Application Generate Menus w/ LLMs {gemma3:4b}
5:01 Restaurant Web Application Generate Menus w/ LLMs {phi4-mini}
6:08 Kiosk Customer Endpoint Order User-specific Menus/Deals
6:34 Food Delivery System Order User-specific Menus/Deals