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
Why Industrial Edge Gateways Need Store-and-Forward
Industrial edge gateways that only forward data usually lose control of buffering, replay order, duplicate writes, and acknowledgment recovery during weak network cond...
Designing a Protocol Adapter Layer for Industrial IoT
Industrial IoT platforms that treat Modbus, OPC UA, MQTT, and HTTP as isolated drivers usually lose control of semantic mapping, error handling, command confirmation, ...
Device Shadow vs Digital Twin vs Asset Model
Many IoT platforms mix device shadow, digital twin, and asset model into one object and end up with bloated state models, weak search, and confused operations. This ar...
Device Shadow vs Digital Twin vs Asset Model
Many IoT platforms mix device shadow, digital twin, and asset model into one object and end up with bloated state models, weak search, and confused operations. This ar...
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 S3 vs C6: Firmware, TinyML, Matter, and Production Tradeoffs
Compare ESP32-C3, S3, and C6 for CPU, memory, USB, wireless, TinyML, Matter, OTA, and production validation before choosing a custom firmware platform.
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.
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