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AI and IoT Insights

Practical articles on IoT platforms, edge gateways, embedded software, AI workflows, industrial protocols, smart hardware, and connected-product decisions.

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Blog articles · Page 3

When to Use a ZigBee Serial Converter for RS485 Device Networking
Embedded System Development · Jun 12, 2026

When to Use a ZigBee Serial Converter for RS485 Device Networking

A ZigBee serial converter fits RS485/RS232 device networking when sites have distributed points, difficult cabling, and low-to-medium data rates. This guide explains t...

Edge Gateway vs IoT Platform vs Serial Converter
Edge Computing and Data Analytics · Jun 10, 2026

Edge Gateway vs IoT Platform vs Serial Converter

Edge gateway vs IoT platform vs serial converter: learn how each layer works in device connectivity projects, when to use each one, how to combine them, and when not t...

When to Use ZedIoT for Private IoT Platform Deployment
AIoT SaaS Platform · Jun 09, 2026

When to Use ZedIoT for Private IoT Platform Deployment

ZedIoT fits companies that need private IoT platform deployment, source-code control, device management, alerts, work orders, data analytics, and AIoT customization ra...

AIHub-Z3 vs AIHub-Z5 Edge Computing Box Selection
IoT Protocols and Interoperability · Jun 08, 2026

AIHub-Z3 vs AIHub-Z5 Edge Computing Box Selection

The difference between AIHub-Z3 and AIHub-Z5 is not only RK3566 vs RK3588. It includes NPU capacity, peripheral expansion, operating environment, display output, and l...

ZigBee vs Wi-Fi Smart Freezer Temperature Controllers
Industrial Solutions · Jun 07, 2026

ZigBee vs Wi-Fi Smart Freezer Temperature Controllers

Choosing ZigBee or Wi-Fi for smart freezer temperature controllers depends on cabinet density, network ownership, gateway cost, remote operations, and future sensor ex...

How to Choose AIoT Products for Legacy Device Upgrades
Industrial Solutions · Jun 06, 2026

How to Choose AIoT Products for Legacy Device Upgrades

Legacy device upgrades should not start by buying one all-in-one product. Start by identifying whether the project lacks device connectivity, edge processing, platform...

Designing a Tuya Gateway for BLE, Zigbee, Thread, and Matter Devices
IoT Tools and Platforms · Jun 05, 2026

Designing a Tuya Gateway for BLE, Zigbee, Thread, and Matter Devices

A Tuya gateway is not just a multi-protocol radio box. It is the boundary for sub-device lifecycle, DP semantics, protocol translation, online state, and cloud synchro...

When to Use LangGraph for AI Agent Workflows
AI and Machine Learning · Jun 02, 2026

When to Use LangGraph for AI Agent Workflows

LangGraph is a strong fit for AI agent workflows that need explicit state, loops, human review, checkpoint recovery, and observability. For one-shot answers, fixed API...

Ollama for Local AI and Private Deployment: Enterprise Use Cases and Limits
AI and Machine Learning · Jun 01, 2026

Ollama for Local AI and Private Deployment: Enterprise Use Cases and Limits

Ollama is useful for local prototypes, private knowledge-base validation, offline assistants, and low-concurrency edge inference, but it should not be treated as a ful...

How to Choose an AI Development Toolchain for Enterprise Projects
AI and Machine Learning · May 28, 2026

How to Choose an AI Development Toolchain for Enterprise Projects

Enterprise AI toolchains should be chosen by task chain, not tool popularity. OpenAI, Dify, Ollama, YOLO, and FunASR belong to different layers: model capability, work...

Home Assistant Voice: Local, Cloud, or Hybrid?
AI and Machine Learning · May 27, 2026

Home Assistant Voice: Local, Cloud, or Hybrid?

Home Assistant Voice should not be framed as simply local versus cloud. Wake word, speech-to-text, intent handling, text-to-speech, and device execution each have diff...

LTE-M, NB-IoT, or Cat-1 bis: How to Choose for Global Rollouts
Edge Computing and Data Analytics · May 26, 2026

LTE-M, NB-IoT, or Cat-1 bis: How to Choose for Global Rollouts

LTE-M, NB-IoT, and Cat-1 bis should not be selected by module price alone. Global IoT rollouts must evaluate coverage, mobility, FOTA, power behavior, module certifica...

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