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
How to Layer OPC UA, MQTT, and Modbus in Industrial IoT
OPC UA, MQTT, and Modbus are not simple replacements for one another in industrial IoT. In many practical architectures, Modbus stays at device access, OPC UA unifies ...
Tuya App Development Cost: OEM vs Custom App Pricing Guide
How much does a Tuya app cost? Learn OEM vs custom pricing, timelines, and when to move beyond OEM based on real IoT projects.
Edge AI Device OTA: How to Do Staged Rollouts and Rollbacks
The hard part of Edge AI OTA is not pushing a new package. It is designing staged rollout, rollback, and remote recovery for devices whose firmware, model, and configu...
ESP32-C3 vs ESP32-S3 vs ESP32-C6 for Custom Firmware Projects
Choosing between ESP32-C3, ESP32-S3, and ESP32-C6 is less about which chip is newer and more about wireless roadmaps, USB and audio peripherals, runtime headroom, and ...
ESP32 Modbus RTU Bridge for ESPHome and Home Assistant
Building an ESP32 Modbus-RTU bridge is not mainly about connecting a MAX485 board. The real issues are RS485 electrical design, UART ownership, polling cadence, and th...
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.
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