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 3

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 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
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
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
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
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
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
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
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
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?
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
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...
Continue with the path that matches your current decision
Use the blog for technical context, then move into a focused guide, delivery service, product foundation, or related project case.
Need to apply one of these ideas to your device or platform?
Share your device type, protocol, site conditions, platform goals, or AI workflow. We can help you evaluate the most practical implementation path.