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 7
Designing Multi-Tenant Tuya Integrations for Enterprise Platforms
Learn how to design a scalable Tuya enterprise integration with multi-tenant architecture. Cover tenant isolation, permissions, and IoT platform best practices.
Why Tuya Projects Fail on DP Modeling, Not API Calls
Learn how to design Tuya DP (Data Points) for IoT devices. Understand DP structure, examples, and best practices for scalable Tuya IoT development.
OPC UA FX: Why Industrial Interoperability in 2026 Is About More Than MQTT
What is OPC UA FX and how does it improve industrial interoperability? Learn how it works, how it compares to MQTT, and when to use it in industrial IoT systems.
ESP32-S3 Edge AI in Practice: Deep Optimization of TensorFlow Lite Micro Inference Performance
Deep dive into ESP32-S3 TinyML optimization, covering TFLM setup, INT8 quantization, memory tuning, PSRAM trade-offs, and real-world performance limits.
ESP32 Edge AI Architecture: OTA, INT8, and Inference Guide
A deep dive into ESP32 edge AI architecture, covering OTA design, INT8 inference, memory constraints, and production considerations for long-running devices.
The Real Cost of Building Your Own AIoT Platform: A CTO’s Guide to Tuya vs. DIY IoT
Tuya vs DIY IoT: Which yields better ROI? Don’t let compliance and maintenance costs kill your profit. Get the quantified comparison guide for CTOs.
ESP32 Chip Series: Best Use Cases and Model Comparison 2026
Struggling with ESP32 chip series comparison? This clear 2026 guide maps versions to real IoT and edge AI use—save power, avoid feature bloat.
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...
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