AI and IoT Insights
Practical articles on IoT platforms, edge gateways, embedded software, AI workflows, industrial protocols, smart hardware, and connected-product decisions.
Blog articles · Page 8
RK3566 Can Run YOLOv8 INT8 — But Only Within These Limits
Real-time YOLOv8 INT8 on RK3566 is possible—if you manage execution paths, quantization effects, and model limits.
RKNN ONNX Opset Compatibility Guide: Constraints, Failures, and Baselines for Edge NPU Deployment
RKNN ONNX opset compatibility guide: static shape, post-process outside model, fix opset for YOLOv8 NPU stability and operator mapping.
AI Inventory Management and Auditing: Smarter Retail Starts with Automation and Real-Time Visibility
AI inventory management for retail. Boost demand forecasting, shelf tracking, and real-time visibility with automation.
Zigbee 4.0: Architecture, Suzi Sub-GHz, and Industrial Mesh Networks
Zigbee 4.0 introduces Suzi Zigbee, Sub-GHz Zigbee, and a more reliable Zigbee mesh network for industrial Zigbee network deployments.
Tuya Cloud API Guide: How It Works and How to Integrate It
Learn how Tuya Cloud API works, how to set up credentials, request tokens, control devices, and integrate Tuya into real IoT systems. This guide also explains what tea...
Migrating MediaPipe Gesture Recognition to RKNN: From .task to RK3566 Deployment
A step-by-step guide to convert MediaPipe Gesture Recognition models to RKNN and running real-time inference on RK3566 NPU, with code and troubleshooting tips.
Employee Behavior Monitoring: How Smart Retail Improves Service and Operations
Learn how AI employee tracking actually works in retail and see practical methods to improve service quality, staff safety, and store compliance with examples.
Building a Protocol Gateway with Node-RED and Modbus Server: A Complete Pipeline from Industrial Devices to MQTT
Build a Node-RED Modbus Server and learn how a node red modbus server processes Modbus TCP data, parses registers, and sends industrial telemetry to MQTT.
Tuya AI Integration: Practical Ways to Build Intelligent IoT Workflows
Learn how Tuya AI integration works using Cloud API, App SDK, and event-driven automation. A practical guide for building reliable AI-driven workflows.
n8n Tuya Integration Guide: How to Connect Tuya Smart Devices with n8n for Home Automation
Learn n8n Tuya integration using Tuya Cloud API. Step-by-step guide to automate your smart home devices with n8n workflows and AI automation.
AI Foot Traffic Analysis: Smart Retail Layout Optimization and Marketing Insights
Learn how AI foot traffic analysis works in retail—from detection and dwell time to dashboards and decision-making. A practical, AI-driven workflow overview.
Understanding Tuya Smart Mini-Apps: The Next Evolution of IoT Application Development
Discover how Tuya Smart Mini-Apps bridge Panel, OEM, and SDK apps. Build cross-device IoT dashboards using Tuya Cloud and Smart Life.
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