🍔 🚗 🛎️ 📶 After months of hard work, I published my new proof-of-concept research project on developing an AI-assisted drive-through restaurant establishment from the ground up, which offers a full-fledged drive-through kiosk, an automatic H-Bot-inspired food delivery system, and a restaurant web application utilizing LLMs to generate user-specific menus/deals. According to the features I envisioned, I worked on these tasks while developing my project. 🤖 Preliminary Tasks ✅ Establishing Ollama on LattePanda Mu and installing distinct open-source LLMs (large language models). ✅ Optimizing, fine-tuning, and testing the available LLMs to pinpoint the most suitable ones for user-specific menu/deal generation. ✅ Establishing the LoRaWAN data transfer procedure between the kiosk customer endpoint and The Things Network via the dedicated LoRaWAN gateway. ✅ Installing the PHP-MQTT client on LattePanda Mu to enable the restaurant web application to obtain LoRa-transmitted data packets from The Things Network. ✅ Enabling the web application to present the latest LoRa transmission logs and the current order status automatically. ✅ Prototyping and designing the kiosk customer endpoint PCB. ✅ Designing assembly parts for the kiosk customer endpoint and the vehicle platform. ✅ Designing assembly parts and AprilTag signs for the food prep stations. ✅ Prototyping and designing the food delivery system Flex PCB with stiffeners. ✅ Designing assembly and mechanical parts for the automatic food delivery system inspired by the H-Bot kinematic structure. ✅ Building a FOMO object detection model with Edge Impulse for recognizing the registered customer vehicles. ✅ Building a FOMO object detection model with Edge Impulse for identifying individual food prep stations by their assigned AprilTag signs. After completing the mentioned tasks and rigorously examining various LLMs for user-specific menu/deal generation, I decided to enable these models on the restaurant web application to provide a wide range of options: ➡️ deepseek-r1:8b ➡️ deepseek-r1:7b ➡️ deepseek-r1:1.5b ➡️ gemma3:4b ➡️ gemma3:1b ➡️ llama3.2:3b ➡️ qwen3:4b ➡️ phi4-mini By referring to the following @Hacksterio tutorial, you can inspect the in-depth feature, design, and code explanations with the challenges I faced during the overall development process. 🤖 ➡️ hackster.io/kutluhan-aktar/a… @EdgeImpulse @dfrobotcn @Elecrow1 @Raspberry_Pi @arduino @ollama @LattePandaCN @thethingsntwrk #LLM #3DPrinting #AI #IoT #PCB #LoRa #MQTT #TTN #LoRaWAN #LattePanda #Foodservice #restaurant #Kiosk #Ollama #largelanguagemodel #thethingsstack #research #programming Note: I printed all of the parts and components I designed with my Bambu Lab A1 Combo. @BambulabGlobal #BambuLetsMakeIt

🔊 Monitor Noise Levels in Manufacturing, Construction, and Smart Cities Ensure compliance, workplace safety, and environmental control with the Milesight WS302 Sound Level Monitoring Blueprint from Blynk—your plug-and-play IoT solution. Why It Matters: 🛠 No custom development needed 📈 Real-time insights via ready-made dashboards 📡  LoRaWAN-enabled and integrated with The Things Stack Start monitoring in minutes. 👉 Explore the Blueprint: bit.ly/41GmZ9h #IoT #LoRaWAN #NoiseMonitoring #SmartCities #Milesight #Blynk #TheThingsStack #IndustrialIoT #EnvironmentalMonitoring #Constructiontechnology #Construction #ConstructionIndustry #ConstructionManagement @MilesightIoT @thethingsindust @thethingsntwrk

🚀 New Update: Smarter Device Status Tracking in Blynk! Using #TheThingsStack, #Blues, or #AWSIoTCore with Blynk? Or sending data via HTTP(S)? Devices that periodically send data but don’t maintain a constant connection can now be marked as online when data is received as expected. ✅ What’s new? With the “Log when device reports any data” setting, your device will stay online for a set period after sending data, even if it doesn’t maintain a continuous connection. Try it now and keep your device tracking more accurate than ever! bit.ly/3EX25Ke #BlynkIoT #IoTUpdate #DeviceManagement #CloudIntegrations #BluesWireless #AWSIoT #IoTConnectivity

How to manage permissions over entities in #TheThingsStack. The Things Stack makes it easy to manage permissions over your #LoRaWAN gateways and end devices, ensuring that you are in complete control over your #IoT deployment. Get started: thethingsnetwork.org/get-sta…

#TheThingsStack simplifies your #LoRaWAN device setup with Device Repository. Easily select and add devices to your network without the hassle of manually entering settings. Experience effortless setup with The Things Stack. Get started: thethingsnetwork.org/get-sta… #IoT

Collaborating with partners like @milesightIoT is key to driving innovation and making IoT connectivity accessible, reliable, and impactful for everyone. Milesight products are seamlessly integrated with #TheThingsStack through: Learn more: thethingsindustries.com/news… #LoRaWAN

How to add devices in bulk in #TheThingsStack Console. Add multiple devices at once easily. The Things Stack is a #LoRaWAN network server that allows you to monitor #IoT device data and create smart applications. Get started now: ow.ly/HGYv50Ultve

How to create payload formatters in #TheThingsStack Console. Payload formatters allow you to process data going to and from end devices. The Things Stack is a robust #LoRaWAN network server for #IoT projects. Start building now: thethingsnetwork.org/get-sta…

Explore diverse deployment scenarios with #TheThingsStack. Whether it's #SmartCities or industrial #IoT, our platform offers the flexibility and scalability you need. Discover today: thethingsindustries.com/stac… #IIoT #LPWAN #LoRaWAN

How to see live data in #TheThingsStack Console. The Things Stack #LoRaWAN network server offers a quick setup to install and build your first application. Get started now: thethingsnetwork.org/get-sta…

Large-scale #LoRaWAN IoT deployments aren’t just about connecting devices—smooth management, interoperability, and a great user experience are key. With #Blynk’s new #TheThingsStack integration, you get: 1️⃣ Quick onboarding 2️⃣ No-code app building 3️⃣ Real-time device control and monitoring 4️⃣ Bi-directional communication 👉Check out our joint live demo at #TheThingsConference this year at the @seeedstudio booth #B03! Ready to scale faster? Learn more: bit.ly/3Xyappk #IoT #Integration #TheThingsNetwork

How to enable Google OpenID Connect for single sign-on in #TheThingsStack Console. The Things Stack makes building your #LoRaWAN application seamless. Get started today: thethingsnetwork.org/get-sta…

How to create an application in #TheThingsStack Console. Set up your #LoRaWAN #IoT project with our robust network server. Start today: thethingsnetwork.org/get-sta…

How to integrate third-party services in #TheThingsStack using #Webhooks. The Things Stack is a flexible #LoRaWAN network server that allows you to make custom #IoT projects. Get started today: thethingsnetwork.org/get-sta…

#TheThingsStack supports all #LoRa gateways with Basic Station. With Basic Station, you can remotely configure your gateways effortlessly without the need to manually set up security credentials or frequency plans. Learn more about The Things Stack: thethingsindustries.com/stac…

How to check component status in #TheThingsStack Console. Start monitoring components of your #IoT project with our robust network server. Get started: ow.ly/WTsh50S1KaG

Learn about the #LoRaWAN networks, roaming and peering! Start building your LoRaWAN #IoT project with #TheThingsStack network server: thethingsnetwork.org/get-sta… youtu.be/TQImwfHCraM

Set up real-time monitoring of the network components with #TheThingsStack. Start using our network server: thethingsnetwork.org/get-sta…

How to integrate third-party services for your #LoRaWAN solution in #TheThingsStack Console using Webhooks. The Things Stack is a flexible LoRaWAN network management software that allows you to create a custom solution. Learn more: thethingsindustries.com/stac…

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